In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Downloading mnist: 9.92MB [00:01, 6.24MB/s] Extracting mnist: 100%|██████████| 60.0K/60.0K [00:05<00:00, 10.5KFile/s] Downloading celeba: 1.44GB [01:39, 14.4MB/s]
Extracting celeba...
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fd0feb7eac8>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 50
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fd0f94197b8>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.3.0
/home/kapy/anaconda3/envs/dlnd-tf-lab/lib/python3.5/site-packages/ipykernel/__main__.py:14: UserWarning: No GPU found. Please use a GPU to train your neural network.
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
lr = tf.placeholder(tf.float32, shape=(), name="learning_rate")
return inputs_real, inputs_z, lr
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
alpha = 0.2
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x3
x1 = tf.layers.conv2d(images, 128, 5, strides=2, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
#14x14x128
x2 = tf.layers.conv2d(relu1, 256, 5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 7x7x256
# Flatten it
flat = tf.reshape(relu2, (-1, 7*7*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha = 0.2
with tf.variable_scope('generator', reuse=not is_train):
# First fully connected layer
x1 = tf.layers.dense(z, 7*7*256)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 256))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
#7x7x256
x2 = tf.layers.conv2d_transpose(x1, 128, 5, strides=2, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 14*14*128
# Output layer
logits = tf.layers.conv2d_transpose(x2, out_channel_dim, 5, strides=2, padding='same')
# 28x28x3
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
#tf.reset_default_graph()
#print(data_shape)
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
#print(input_real)
d_loss, g_loss = model_loss(input_real, input_z, z_dim)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
step = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
#print(batch_images)
step += 1
#x = batch_images[0]
#print(batch_images.shape)
#print(x.shape)
#x = x.reshape((batch_size, 784))
#x = x*2 - 1
#y = batch_images[1]
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
#print(batch_z.shape)
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images})
# Get images, reshape and rescale to pass to D
#batch_images = batch[0].reshape((batch_size, 784))
#batch_images = batch_images*2 - 1
# Sample random noise for G
#batch_z = np.random.uniform(-1, 1, size=(batch_size, z_size))
# Run optimizers
#_ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z})
#_ = sess.run(g_train_opt, feed_dict={input_z: batch_z})
if step % 100 == 0:
show_generator_output(sess, 10, input_z, z_dim, data_image_mode)
# At the end of each epoch, get the losses and print them out
train_loss_d = sess.run(d_loss, {input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epochs),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 128
z_dim = 1
learning_rate = 0.002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.9281... Generator Loss: 1.2485
Epoch 2/2... Discriminator Loss: 0.3229... Generator Loss: 2.3617
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 100
z_dim = 3
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 2.2052... Generator Loss: 0.1426 Epoch 1/1... Discriminator Loss: 3.0210... Generator Loss: 0.0679 Epoch 1/1... Discriminator Loss: 3.0771... Generator Loss: 0.0685 Epoch 1/1... Discriminator Loss: 2.6571... Generator Loss: 0.0981 Epoch 1/1... Discriminator Loss: 2.3530... Generator Loss: 0.1666 Epoch 1/1... Discriminator Loss: 2.0335... Generator Loss: 0.2719 Epoch 1/1... Discriminator Loss: 1.9136... Generator Loss: 0.3542 Epoch 1/1... Discriminator Loss: 1.8118... Generator Loss: 0.3949 Epoch 1/1... Discriminator Loss: 1.5622... Generator Loss: 0.4329 Epoch 1/1... Discriminator Loss: 1.8647... Generator Loss: 0.4826 Epoch 1/1... Discriminator Loss: 1.5754... Generator Loss: 0.5755 Epoch 1/1... Discriminator Loss: 1.3981... Generator Loss: 0.6818 Epoch 1/1... Discriminator Loss: 1.4157... Generator Loss: 0.7236 Epoch 1/1... Discriminator Loss: 1.4440... Generator Loss: 0.7278 Epoch 1/1... Discriminator Loss: 1.4561... Generator Loss: 0.7592 Epoch 1/1... Discriminator Loss: 1.3623... Generator Loss: 0.8624 Epoch 1/1... Discriminator Loss: 1.2797... Generator Loss: 0.9014 Epoch 1/1... Discriminator Loss: 1.3653... Generator Loss: 0.8927 Epoch 1/1... Discriminator Loss: 1.2810... Generator Loss: 0.9496 Epoch 1/1... Discriminator Loss: 1.1931... Generator Loss: 1.1147 Epoch 1/1... Discriminator Loss: 1.1051... Generator Loss: 1.0730 Epoch 1/1... Discriminator Loss: 1.3065... Generator Loss: 1.0160 Epoch 1/1... Discriminator Loss: 0.9805... Generator Loss: 1.2581 Epoch 1/1... Discriminator Loss: 1.1563... Generator Loss: 0.9404 Epoch 1/1... Discriminator Loss: 1.0457... Generator Loss: 1.3574 Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.7196 Epoch 1/1... Discriminator Loss: 1.0509... Generator Loss: 1.8696 Epoch 1/1... Discriminator Loss: 1.3481... Generator Loss: 0.5729 Epoch 1/1... Discriminator Loss: 1.1284... Generator Loss: 1.9609 Epoch 1/1... Discriminator Loss: 1.2619... Generator Loss: 0.7299 Epoch 1/1... Discriminator Loss: 1.1677... Generator Loss: 1.5193 Epoch 1/1... Discriminator Loss: 1.0989... Generator Loss: 0.9846 Epoch 1/1... Discriminator Loss: 1.1143... Generator Loss: 1.3735 Epoch 1/1... Discriminator Loss: 1.0419... Generator Loss: 1.0299 Epoch 1/1... Discriminator Loss: 1.0925... Generator Loss: 1.2188 Epoch 1/1... Discriminator Loss: 1.0448... Generator Loss: 1.7681 Epoch 1/1... Discriminator Loss: 1.1827... Generator Loss: 0.6527 Epoch 1/1... Discriminator Loss: 1.2587... Generator Loss: 2.8577 Epoch 1/1... Discriminator Loss: 1.2381... Generator Loss: 0.5827 Epoch 1/1... Discriminator Loss: 1.1201... Generator Loss: 2.8157 Epoch 1/1... Discriminator Loss: 1.0391... Generator Loss: 1.0615 Epoch 1/1... Discriminator Loss: 0.9307... Generator Loss: 1.2185 Epoch 1/1... Discriminator Loss: 0.8869... Generator Loss: 1.9847 Epoch 1/1... Discriminator Loss: 0.9564... Generator Loss: 1.0389 Epoch 1/1... Discriminator Loss: 0.9379... Generator Loss: 1.7831 Epoch 1/1... Discriminator Loss: 0.8633... Generator Loss: 1.1402 Epoch 1/1... Discriminator Loss: 0.7918... Generator Loss: 1.8847 Epoch 1/1... Discriminator Loss: 1.0917... Generator Loss: 0.6964 Epoch 1/1... Discriminator Loss: 0.9973... Generator Loss: 2.9931 Epoch 1/1... Discriminator Loss: 0.6492... Generator Loss: 1.4705 Epoch 1/1... Discriminator Loss: 0.8261... Generator Loss: 0.9043 Epoch 1/1... Discriminator Loss: 0.6825... Generator Loss: 2.6443 Epoch 1/1... Discriminator Loss: 0.6348... Generator Loss: 1.3548 Epoch 1/1... Discriminator Loss: 0.6556... Generator Loss: 1.4072 Epoch 1/1... Discriminator Loss: 0.6149... Generator Loss: 2.2360 Epoch 1/1... Discriminator Loss: 0.6890... Generator Loss: 1.1673 Epoch 1/1... Discriminator Loss: 0.6612... Generator Loss: 2.0894 Epoch 1/1... Discriminator Loss: 0.6675... Generator Loss: 1.2633 Epoch 1/1... Discriminator Loss: 0.5851... Generator Loss: 2.0627 Epoch 1/1... Discriminator Loss: 0.5719... Generator Loss: 1.4808 Epoch 1/1... Discriminator Loss: 0.6153... Generator Loss: 1.5491 Epoch 1/1... Discriminator Loss: 0.5554... Generator Loss: 1.9945 Epoch 1/1... Discriminator Loss: 0.8077... Generator Loss: 0.8748 Epoch 1/1... Discriminator Loss: 0.6590... Generator Loss: 2.7509 Epoch 1/1... Discriminator Loss: 0.4792... Generator Loss: 1.6652 Epoch 1/1... Discriminator Loss: 0.6443... Generator Loss: 1.0445 Epoch 1/1... Discriminator Loss: 0.4696... Generator Loss: 2.6419 Epoch 1/1... Discriminator Loss: 0.4008... Generator Loss: 2.0253 Epoch 1/1... Discriminator Loss: 0.5390... Generator Loss: 1.1974 Epoch 1/1... Discriminator Loss: 0.4539... Generator Loss: 2.4123 Epoch 1/1... Discriminator Loss: 0.4286... Generator Loss: 2.1044 Epoch 1/1... Discriminator Loss: 0.3968... Generator Loss: 1.6941 Epoch 1/1... Discriminator Loss: 0.5307... Generator Loss: 1.2195 Epoch 1/1... Discriminator Loss: 0.5316... Generator Loss: 2.4047 Epoch 1/1... Discriminator Loss: 0.6547... Generator Loss: 1.1560 Epoch 1/1... Discriminator Loss: 0.4518... Generator Loss: 1.9190 Epoch 1/1... Discriminator Loss: 0.4406... Generator Loss: 1.8801 Epoch 1/1... Discriminator Loss: 0.5119... Generator Loss: 1.3202 Epoch 1/1... Discriminator Loss: 0.4189... Generator Loss: 1.9780 Epoch 1/1... Discriminator Loss: 0.4320... Generator Loss: 1.8036 Epoch 1/1... Discriminator Loss: 0.4421... Generator Loss: 1.7375 Epoch 1/1... Discriminator Loss: 0.3866... Generator Loss: 1.8939 Epoch 1/1... Discriminator Loss: 0.4442... Generator Loss: 1.5503 Epoch 1/1... Discriminator Loss: 0.4155... Generator Loss: 1.7553 Epoch 1/1... Discriminator Loss: 0.4777... Generator Loss: 1.4459 Epoch 1/1... Discriminator Loss: 0.4542... Generator Loss: 1.7672 Epoch 1/1... Discriminator Loss: 0.4779... Generator Loss: 1.6168 Epoch 1/1... Discriminator Loss: 0.5371... Generator Loss: 1.3473 Epoch 1/1... Discriminator Loss: 0.4376... Generator Loss: 1.6719 Epoch 1/1... Discriminator Loss: 0.4554... Generator Loss: 1.5330 Epoch 1/1... Discriminator Loss: 0.4058... Generator Loss: 1.7981 Epoch 1/1... Discriminator Loss: 0.3107... Generator Loss: 2.2315 Epoch 1/1... Discriminator Loss: 0.3092... Generator Loss: 1.7655 Epoch 1/1... Discriminator Loss: 0.4868... Generator Loss: 1.2984 Epoch 1/1... Discriminator Loss: 0.4777... Generator Loss: 1.9342 Epoch 1/1... Discriminator Loss: 1.0295... Generator Loss: 0.5932 Epoch 1/1... Discriminator Loss: 0.7839... Generator Loss: 3.0355 Epoch 1/1... Discriminator Loss: 1.5486... Generator Loss: 0.2927 Epoch 1/1... Discriminator Loss: 0.7295... Generator Loss: 1.7634
Epoch 1/1... Discriminator Loss: 0.4552... Generator Loss: 3.0522 Epoch 1/1... Discriminator Loss: 0.3291... Generator Loss: 1.6955 Epoch 1/1... Discriminator Loss: 1.5848... Generator Loss: 0.2673 Epoch 1/1... Discriminator Loss: 0.7227... Generator Loss: 2.7604 Epoch 1/1... Discriminator Loss: 0.5076... Generator Loss: 2.0661 Epoch 1/1... Discriminator Loss: 0.8543... Generator Loss: 0.7464 Epoch 1/1... Discriminator Loss: 0.5012... Generator Loss: 1.9780 Epoch 1/1... Discriminator Loss: 0.3933... Generator Loss: 2.5508 Epoch 1/1... Discriminator Loss: 0.5753... Generator Loss: 1.0713 Epoch 1/1... Discriminator Loss: 0.4007... Generator Loss: 1.9578 Epoch 1/1... Discriminator Loss: 0.4393... Generator Loss: 1.9342 Epoch 1/1... Discriminator Loss: 0.5497... Generator Loss: 1.4311 Epoch 1/1... Discriminator Loss: 0.5656... Generator Loss: 1.3895 Epoch 1/1... Discriminator Loss: 0.4920... Generator Loss: 2.0658 Epoch 1/1... Discriminator Loss: 0.7172... Generator Loss: 0.9201 Epoch 1/1... Discriminator Loss: 0.4086... Generator Loss: 2.8858 Epoch 1/1... Discriminator Loss: 1.1664... Generator Loss: 0.4969 Epoch 1/1... Discriminator Loss: 0.8214... Generator Loss: 1.5305 Epoch 1/1... Discriminator Loss: 0.7983... Generator Loss: 0.9914 Epoch 1/1... Discriminator Loss: 0.5357... Generator Loss: 1.5443 Epoch 1/1... Discriminator Loss: 0.5649... Generator Loss: 1.3104 Epoch 1/1... Discriminator Loss: 0.3163... Generator Loss: 2.7659 Epoch 1/1... Discriminator Loss: 0.9157... Generator Loss: 0.6460 Epoch 1/1... Discriminator Loss: 0.5324... Generator Loss: 6.9518 Epoch 1/1... Discriminator Loss: 2.1935... Generator Loss: 0.1544 Epoch 1/1... Discriminator Loss: 1.9896... Generator Loss: 8.4318 Epoch 1/1... Discriminator Loss: 0.2842... Generator Loss: 4.8261 Epoch 1/1... Discriminator Loss: 3.3449... Generator Loss: 0.0483 Epoch 1/1... Discriminator Loss: 0.5204... Generator Loss: 4.3408 Epoch 1/1... Discriminator Loss: 0.5184... Generator Loss: 4.3162 Epoch 1/1... Discriminator Loss: 1.7253... Generator Loss: 0.2818 Epoch 1/1... Discriminator Loss: 1.2882... Generator Loss: 1.2699 Epoch 1/1... Discriminator Loss: 0.9669... Generator Loss: 1.4530 Epoch 1/1... Discriminator Loss: 1.6579... Generator Loss: 0.2965 Epoch 1/1... Discriminator Loss: 1.3426... Generator Loss: 0.7645 Epoch 1/1... Discriminator Loss: 1.3318... Generator Loss: 0.6355 Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.8717 Epoch 1/1... Discriminator Loss: 1.0279... Generator Loss: 0.9328 Epoch 1/1... Discriminator Loss: 0.8391... Generator Loss: 1.0381 Epoch 1/1... Discriminator Loss: 0.7217... Generator Loss: 1.2831 Epoch 1/1... Discriminator Loss: 0.4224... Generator Loss: 2.3331 Epoch 1/1... Discriminator Loss: 0.4009... Generator Loss: 1.5746 Epoch 1/1... Discriminator Loss: 0.5286... Generator Loss: 1.1244 Epoch 1/1... Discriminator Loss: 0.6054... Generator Loss: 1.3417 Epoch 1/1... Discriminator Loss: 0.4826... Generator Loss: 3.3476 Epoch 1/1... Discriminator Loss: 0.7077... Generator Loss: 0.9689 Epoch 1/1... Discriminator Loss: 0.4645... Generator Loss: 2.3135 Epoch 1/1... Discriminator Loss: 0.5465... Generator Loss: 1.4791 Epoch 1/1... Discriminator Loss: 0.2897... Generator Loss: 4.6695 Epoch 1/1... Discriminator Loss: 1.4234... Generator Loss: 0.3317 Epoch 1/1... Discriminator Loss: 1.1704... Generator Loss: 5.2889 Epoch 1/1... Discriminator Loss: 0.8338... Generator Loss: 0.7854 Epoch 1/1... Discriminator Loss: 1.1147... Generator Loss: 0.5735 Epoch 1/1... Discriminator Loss: 0.8455... Generator Loss: 2.7410 Epoch 1/1... Discriminator Loss: 0.9283... Generator Loss: 0.7346 Epoch 1/1... Discriminator Loss: 0.7895... Generator Loss: 0.8804 Epoch 1/1... Discriminator Loss: 0.4815... Generator Loss: 3.4170 Epoch 1/1... Discriminator Loss: 0.3267... Generator Loss: 2.2206 Epoch 1/1... Discriminator Loss: 0.3480... Generator Loss: 1.6349 Epoch 1/1... Discriminator Loss: 0.9238... Generator Loss: 0.6478 Epoch 1/1... Discriminator Loss: 0.6766... Generator Loss: 2.1209 Epoch 1/1... Discriminator Loss: 0.3782... Generator Loss: 2.6119 Epoch 1/1... Discriminator Loss: 0.3985... Generator Loss: 1.4956 Epoch 1/1... Discriminator Loss: 0.9569... Generator Loss: 0.6285 Epoch 1/1... Discriminator Loss: 0.6839... Generator Loss: 4.7822 Epoch 1/1... Discriminator Loss: 0.7959... Generator Loss: 0.8953 Epoch 1/1... Discriminator Loss: 0.5469... Generator Loss: 1.9391 Epoch 1/1... Discriminator Loss: 0.7290... Generator Loss: 1.1006 Epoch 1/1... Discriminator Loss: 0.4855... Generator Loss: 4.4512 Epoch 1/1... Discriminator Loss: 1.3462... Generator Loss: 0.4009 Epoch 1/1... Discriminator Loss: 0.9744... Generator Loss: 5.2615 Epoch 1/1... Discriminator Loss: 1.3563... Generator Loss: 0.4544 Epoch 1/1... Discriminator Loss: 0.9547... Generator Loss: 2.3771 Epoch 1/1... Discriminator Loss: 1.2748... Generator Loss: 0.4985 Epoch 1/1... Discriminator Loss: 0.8500... Generator Loss: 2.5191 Epoch 1/1... Discriminator Loss: 1.0342... Generator Loss: 0.6150 Epoch 1/1... Discriminator Loss: 0.5054... Generator Loss: 3.2725 Epoch 1/1... Discriminator Loss: 0.2148... Generator Loss: 3.5854 Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.5393 Epoch 1/1... Discriminator Loss: 0.5812... Generator Loss: 1.6344 Epoch 1/1... Discriminator Loss: 0.5584... Generator Loss: 2.5533 Epoch 1/1... Discriminator Loss: 0.3880... Generator Loss: 1.5883 Epoch 1/1... Discriminator Loss: 1.1085... Generator Loss: 0.5061 Epoch 1/1... Discriminator Loss: 0.6826... Generator Loss: 3.8186 Epoch 1/1... Discriminator Loss: 0.4100... Generator Loss: 2.8545 Epoch 1/1... Discriminator Loss: 0.2030... Generator Loss: 2.5616 Epoch 1/1... Discriminator Loss: 1.5309... Generator Loss: 0.2769 Epoch 1/1... Discriminator Loss: 0.5808... Generator Loss: 3.7774 Epoch 1/1... Discriminator Loss: 0.5100... Generator Loss: 3.1505 Epoch 1/1... Discriminator Loss: 0.2504... Generator Loss: 2.5923 Epoch 1/1... Discriminator Loss: 2.1590... Generator Loss: 0.1455 Epoch 1/1... Discriminator Loss: 1.0379... Generator Loss: 1.8141 Epoch 1/1... Discriminator Loss: 0.8590... Generator Loss: 3.5546 Epoch 1/1... Discriminator Loss: 0.2708... Generator Loss: 2.4386 Epoch 1/1... Discriminator Loss: 2.9523... Generator Loss: 0.0632 Epoch 1/1... Discriminator Loss: 0.7390... Generator Loss: 1.8638 Epoch 1/1... Discriminator Loss: 0.7627... Generator Loss: 7.3341 Epoch 1/1... Discriminator Loss: 1.8665... Generator Loss: 0.2316 Epoch 1/1... Discriminator Loss: 0.6567... Generator Loss: 2.5644 Epoch 1/1... Discriminator Loss: 0.4429... Generator Loss: 6.0010
Epoch 1/1... Discriminator Loss: 1.9216... Generator Loss: 0.2022 Epoch 1/1... Discriminator Loss: 0.6412... Generator Loss: 4.4898 Epoch 1/1... Discriminator Loss: 0.4109... Generator Loss: 4.6715 Epoch 1/1... Discriminator Loss: 1.9768... Generator Loss: 0.1883 Epoch 1/1... Discriminator Loss: 0.6828... Generator Loss: 2.7246 Epoch 1/1... Discriminator Loss: 0.5282... Generator Loss: 4.2023 Epoch 1/1... Discriminator Loss: 1.7555... Generator Loss: 0.2561 Epoch 1/1... Discriminator Loss: 0.8871... Generator Loss: 1.4177 Epoch 1/1... Discriminator Loss: 0.7263... Generator Loss: 3.3876 Epoch 1/1... Discriminator Loss: 0.9650... Generator Loss: 0.6727 Epoch 1/1... Discriminator Loss: 1.0188... Generator Loss: 0.7874 Epoch 1/1... Discriminator Loss: 0.6459... Generator Loss: 3.4393 Epoch 1/1... Discriminator Loss: 0.5724... Generator Loss: 1.4581 Epoch 1/1... Discriminator Loss: 1.1319... Generator Loss: 0.5042 Epoch 1/1... Discriminator Loss: 0.8961... Generator Loss: 1.0135 Epoch 1/1... Discriminator Loss: 0.8513... Generator Loss: 2.0878 Epoch 1/1... Discriminator Loss: 0.7395... Generator Loss: 1.1330 Epoch 1/1... Discriminator Loss: 1.0603... Generator Loss: 0.5943 Epoch 1/1... Discriminator Loss: 0.7618... Generator Loss: 1.2787 Epoch 1/1... Discriminator Loss: 0.5150... Generator Loss: 3.1425 Epoch 1/1... Discriminator Loss: 0.2496... Generator Loss: 3.3736 Epoch 1/1... Discriminator Loss: 0.3924... Generator Loss: 1.4031 Epoch 1/1... Discriminator Loss: 1.2967... Generator Loss: 0.3825 Epoch 1/1... Discriminator Loss: 0.6323... Generator Loss: 1.7963 Epoch 1/1... Discriminator Loss: 0.5269... Generator Loss: 4.4833 Epoch 1/1... Discriminator Loss: 0.2600... Generator Loss: 4.6344 Epoch 1/1... Discriminator Loss: 1.5333... Generator Loss: 0.2953 Epoch 1/1... Discriminator Loss: 1.2438... Generator Loss: 0.5874 Epoch 1/1... Discriminator Loss: 1.2190... Generator Loss: 3.7783 Epoch 1/1... Discriminator Loss: 0.5177... Generator Loss: 4.9022 Epoch 1/1... Discriminator Loss: 0.8260... Generator Loss: 0.7545 Epoch 1/1... Discriminator Loss: 1.7820... Generator Loss: 0.2372 Epoch 1/1... Discriminator Loss: 1.1997... Generator Loss: 1.2755 Epoch 1/1... Discriminator Loss: 0.8683... Generator Loss: 3.1365 Epoch 1/1... Discriminator Loss: 0.4021... Generator Loss: 2.1868 Epoch 1/1... Discriminator Loss: 0.6210... Generator Loss: 0.9646 Epoch 1/1... Discriminator Loss: 0.8199... Generator Loss: 0.7654 Epoch 1/1... Discriminator Loss: 0.4238... Generator Loss: 3.6923 Epoch 1/1... Discriminator Loss: 0.3717... Generator Loss: 3.3556 Epoch 1/1... Discriminator Loss: 0.2326... Generator Loss: 2.8041 Epoch 1/1... Discriminator Loss: 1.2749... Generator Loss: 0.3736 Epoch 1/1... Discriminator Loss: 0.4717... Generator Loss: 1.9263 Epoch 1/1... Discriminator Loss: 0.4296... Generator Loss: 4.0617 Epoch 1/1... Discriminator Loss: 0.2457... Generator Loss: 4.1969 Epoch 1/1... Discriminator Loss: 1.3846... Generator Loss: 0.3402 Epoch 1/1... Discriminator Loss: 0.6383... Generator Loss: 1.4157 Epoch 1/1... Discriminator Loss: 0.5820... Generator Loss: 4.0258 Epoch 1/1... Discriminator Loss: 0.3168... Generator Loss: 3.2825 Epoch 1/1... Discriminator Loss: 1.5562... Generator Loss: 0.2840 Epoch 1/1... Discriminator Loss: 1.4639... Generator Loss: 0.4063 Epoch 1/1... Discriminator Loss: 1.3640... Generator Loss: 1.5811 Epoch 1/1... Discriminator Loss: 0.8566... Generator Loss: 1.7994 Epoch 1/1... Discriminator Loss: 0.8612... Generator Loss: 0.8509 Epoch 1/1... Discriminator Loss: 0.8881... Generator Loss: 0.8255 Epoch 1/1... Discriminator Loss: 0.5232... Generator Loss: 2.3123 Epoch 1/1... Discriminator Loss: 0.3401... Generator Loss: 3.2712 Epoch 1/1... Discriminator Loss: 0.1784... Generator Loss: 4.1863 Epoch 1/1... Discriminator Loss: 1.5882... Generator Loss: 0.2671 Epoch 1/1... Discriminator Loss: 1.1852... Generator Loss: 0.5469 Epoch 1/1... Discriminator Loss: 1.1040... Generator Loss: 3.4794 Epoch 1/1... Discriminator Loss: 0.5137... Generator Loss: 6.6753 Epoch 1/1... Discriminator Loss: 1.5676... Generator Loss: 0.2875 Epoch 1/1... Discriminator Loss: 0.4504... Generator Loss: 1.8097 Epoch 1/1... Discriminator Loss: 0.3450... Generator Loss: 4.7335 Epoch 1/1... Discriminator Loss: 1.2471... Generator Loss: 0.4559 Epoch 1/1... Discriminator Loss: 0.6824... Generator Loss: 1.7792 Epoch 1/1... Discriminator Loss: 0.5253... Generator Loss: 3.3742 Epoch 1/1... Discriminator Loss: 0.2707... Generator Loss: 3.0843 Epoch 1/1... Discriminator Loss: 1.4929... Generator Loss: 0.3131 Epoch 1/1... Discriminator Loss: 0.7912... Generator Loss: 1.1289 Epoch 1/1... Discriminator Loss: 0.7000... Generator Loss: 4.5785 Epoch 1/1... Discriminator Loss: 0.3590... Generator Loss: 3.2878 Epoch 1/1... Discriminator Loss: 0.2040... Generator Loss: 2.7668 Epoch 1/1... Discriminator Loss: 1.8008... Generator Loss: 0.2054 Epoch 1/1... Discriminator Loss: 1.0314... Generator Loss: 0.6895 Epoch 1/1... Discriminator Loss: 1.1111... Generator Loss: 3.7351 Epoch 1/1... Discriminator Loss: 0.4738... Generator Loss: 3.4482 Epoch 1/1... Discriminator Loss: 0.2232... Generator Loss: 2.4874 Epoch 1/1... Discriminator Loss: 1.7642... Generator Loss: 0.2118 Epoch 1/1... Discriminator Loss: 0.8914... Generator Loss: 0.7843 Epoch 1/1... Discriminator Loss: 0.8874... Generator Loss: 3.6295 Epoch 1/1... Discriminator Loss: 0.4843... Generator Loss: 2.7276 Epoch 1/1... Discriminator Loss: 0.2435... Generator Loss: 2.9823 Epoch 1/1... Discriminator Loss: 1.9333... Generator Loss: 0.1822 Epoch 1/1... Discriminator Loss: 0.7251... Generator Loss: 1.1635 Epoch 1/1... Discriminator Loss: 0.6297... Generator Loss: 5.7345 Epoch 1/1... Discriminator Loss: 1.0564... Generator Loss: 0.6490 Epoch 1/1... Discriminator Loss: 0.5586... Generator Loss: 2.2805 Epoch 1/1... Discriminator Loss: 0.3041... Generator Loss: 4.9168 Epoch 1/1... Discriminator Loss: 1.3480... Generator Loss: 0.3774 Epoch 1/1... Discriminator Loss: 0.3511... Generator Loss: 4.5244 Epoch 1/1... Discriminator Loss: 0.3426... Generator Loss: 3.2910 Epoch 1/1... Discriminator Loss: 1.2096... Generator Loss: 0.4503 Epoch 1/1... Discriminator Loss: 0.5859... Generator Loss: 2.0947 Epoch 1/1... Discriminator Loss: 0.4085... Generator Loss: 4.2817 Epoch 1/1... Discriminator Loss: 0.4654... Generator Loss: 1.4894 Epoch 1/1... Discriminator Loss: 1.1939... Generator Loss: 0.4678 Epoch 1/1... Discriminator Loss: 0.9740... Generator Loss: 1.1137 Epoch 1/1... Discriminator Loss: 1.0301... Generator Loss: 1.7849 Epoch 1/1... Discriminator Loss: 0.5874... Generator Loss: 1.6356
Epoch 1/1... Discriminator Loss: 0.7809... Generator Loss: 0.8097 Epoch 1/1... Discriminator Loss: 0.4245... Generator Loss: 1.9908 Epoch 1/1... Discriminator Loss: 0.3472... Generator Loss: 2.5399 Epoch 1/1... Discriminator Loss: 0.1991... Generator Loss: 3.9064 Epoch 1/1... Discriminator Loss: 1.2450... Generator Loss: 0.3925 Epoch 1/1... Discriminator Loss: 0.7575... Generator Loss: 1.0617 Epoch 1/1... Discriminator Loss: 0.6105... Generator Loss: 3.2273 Epoch 1/1... Discriminator Loss: 0.2611... Generator Loss: 4.0393 Epoch 1/1... Discriminator Loss: 0.9351... Generator Loss: 0.6076 Epoch 1/1... Discriminator Loss: 0.6796... Generator Loss: 1.0157 Epoch 1/1... Discriminator Loss: 0.4485... Generator Loss: 4.9085 Epoch 1/1... Discriminator Loss: 0.4607... Generator Loss: 1.8296 Epoch 1/1... Discriminator Loss: 0.5001... Generator Loss: 1.3759 Epoch 1/1... Discriminator Loss: 0.6196... Generator Loss: 1.1012 Epoch 1/1... Discriminator Loss: 0.3550... Generator Loss: 4.1726 Epoch 1/1... Discriminator Loss: 0.5463... Generator Loss: 1.2915 Epoch 1/1... Discriminator Loss: 0.3215... Generator Loss: 2.4381 Epoch 1/1... Discriminator Loss: 0.2966... Generator Loss: 2.3286 Epoch 1/1... Discriminator Loss: 0.2028... Generator Loss: 3.6863 Epoch 1/1... Discriminator Loss: 1.9697... Generator Loss: 0.1798 Epoch 1/1... Discriminator Loss: 0.8704... Generator Loss: 2.4300 Epoch 1/1... Discriminator Loss: 0.5225... Generator Loss: 4.0032 Epoch 1/1... Discriminator Loss: 0.2177... Generator Loss: 2.6987 Epoch 1/1... Discriminator Loss: 1.2484... Generator Loss: 0.3755 Epoch 1/1... Discriminator Loss: 0.3458... Generator Loss: 5.2162 Epoch 1/1... Discriminator Loss: 0.3412... Generator Loss: 6.0964 Epoch 1/1... Discriminator Loss: 1.5189... Generator Loss: 0.3133 Epoch 1/1... Discriminator Loss: 0.9476... Generator Loss: 1.5111 Epoch 1/1... Discriminator Loss: 0.7099... Generator Loss: 3.1566 Epoch 1/1... Discriminator Loss: 0.6861... Generator Loss: 0.9492 Epoch 1/1... Discriminator Loss: 0.5363... Generator Loss: 1.3612 Epoch 1/1... Discriminator Loss: 0.3998... Generator Loss: 3.5729 Epoch 1/1... Discriminator Loss: 0.1911... Generator Loss: 6.2463 Epoch 1/1... Discriminator Loss: 1.7888... Generator Loss: 0.2093 Epoch 1/1... Discriminator Loss: 0.6125... Generator Loss: 3.3494 Epoch 1/1... Discriminator Loss: 0.4158... Generator Loss: 7.6687 Epoch 1/1... Discriminator Loss: 0.9048... Generator Loss: 0.7214 Epoch 1/1... Discriminator Loss: 0.2998... Generator Loss: 5.5970 Epoch 1/1... Discriminator Loss: 0.2523... Generator Loss: 2.8611 Epoch 1/1... Discriminator Loss: 0.8308... Generator Loss: 0.7108 Epoch 1/1... Discriminator Loss: 0.3421... Generator Loss: 3.0404 Epoch 1/1... Discriminator Loss: 0.3028... Generator Loss: 3.0059 Epoch 1/1... Discriminator Loss: 0.2567... Generator Loss: 2.5679 Epoch 1/1... Discriminator Loss: 1.0570... Generator Loss: 0.5187 Epoch 1/1... Discriminator Loss: 0.5206... Generator Loss: 2.1849 Epoch 1/1... Discriminator Loss: 0.4307... Generator Loss: 4.0509 Epoch 1/1... Discriminator Loss: 0.1872... Generator Loss: 3.5742 Epoch 1/1... Discriminator Loss: 1.4781... Generator Loss: 0.3037 Epoch 1/1... Discriminator Loss: 0.4451... Generator Loss: 2.1846 Epoch 1/1... Discriminator Loss: 0.5015... Generator Loss: 4.6875 Epoch 1/1... Discriminator Loss: 0.1919... Generator Loss: 4.9248 Epoch 1/1... Discriminator Loss: 1.8745... Generator Loss: 0.1993 Epoch 1/1... Discriminator Loss: 0.5033... Generator Loss: 3.1461 Epoch 1/1... Discriminator Loss: 0.4621... Generator Loss: 8.2729 Epoch 1/1... Discriminator Loss: 0.6727... Generator Loss: 0.9924 Epoch 1/1... Discriminator Loss: 0.2308... Generator Loss: 6.1715 Epoch 1/1... Discriminator Loss: 0.4523... Generator Loss: 1.3532 Epoch 1/1... Discriminator Loss: 0.6926... Generator Loss: 0.9738 Epoch 1/1... Discriminator Loss: 0.5506... Generator Loss: 4.5039 Epoch 1/1... Discriminator Loss: 0.3013... Generator Loss: 4.2560 Epoch 1/1... Discriminator Loss: 0.2241... Generator Loss: 2.3596 Epoch 1/1... Discriminator Loss: 1.3978... Generator Loss: 0.3221 Epoch 1/1... Discriminator Loss: 0.6731... Generator Loss: 4.2817 Epoch 1/1... Discriminator Loss: 0.4834... Generator Loss: 4.4826 Epoch 1/1... Discriminator Loss: 0.2424... Generator Loss: 2.7516 Epoch 1/1... Discriminator Loss: 2.1763... Generator Loss: 0.1371 Epoch 1/1... Discriminator Loss: 0.8072... Generator Loss: 1.5795 Epoch 1/1... Discriminator Loss: 0.9612... Generator Loss: 4.0398 Epoch 1/1... Discriminator Loss: 0.2559... Generator Loss: 4.7015 Epoch 1/1... Discriminator Loss: 1.5014... Generator Loss: 0.3112 Epoch 1/1... Discriminator Loss: 0.5181... Generator Loss: 1.5551 Epoch 1/1... Discriminator Loss: 0.5466... Generator Loss: 5.1068 Epoch 1/1... Discriminator Loss: 0.3086... Generator Loss: 3.4439 Epoch 1/1... Discriminator Loss: 1.0271... Generator Loss: 0.5282 Epoch 1/1... Discriminator Loss: 0.7214... Generator Loss: 1.1891 Epoch 1/1... Discriminator Loss: 0.6765... Generator Loss: 3.6717 Epoch 1/1... Discriminator Loss: 0.3686... Generator Loss: 3.6836 Epoch 1/1... Discriminator Loss: 0.2636... Generator Loss: 2.2631 Epoch 1/1... Discriminator Loss: 1.2332... Generator Loss: 0.4113 Epoch 1/1... Discriminator Loss: 0.5085... Generator Loss: 2.6504 Epoch 1/1... Discriminator Loss: 0.4517... Generator Loss: 3.5274 Epoch 1/1... Discriminator Loss: 0.2849... Generator Loss: 2.7142 Epoch 1/1... Discriminator Loss: 1.1799... Generator Loss: 0.4559 Epoch 1/1... Discriminator Loss: 0.4629... Generator Loss: 2.1375 Epoch 1/1... Discriminator Loss: 0.4705... Generator Loss: 4.0328 Epoch 1/1... Discriminator Loss: 0.3065... Generator Loss: 2.6925 Epoch 1/1... Discriminator Loss: 1.3646... Generator Loss: 0.3443 Epoch 1/1... Discriminator Loss: 0.4535... Generator Loss: 3.5194 Epoch 1/1... Discriminator Loss: 0.4470... Generator Loss: 3.0980 Epoch 1/1... Discriminator Loss: 0.2113... Generator Loss: 4.1821 Epoch 1/1... Discriminator Loss: 0.9937... Generator Loss: 0.5486 Epoch 1/1... Discriminator Loss: 0.3949... Generator Loss: 2.2017 Epoch 1/1... Discriminator Loss: 0.3437... Generator Loss: 3.6975 Epoch 1/1... Discriminator Loss: 0.3129... Generator Loss: 2.1066 Epoch 1/1... Discriminator Loss: 0.4270... Generator Loss: 1.4624 Epoch 1/1... Discriminator Loss: 0.4966... Generator Loss: 1.3222 Epoch 1/1... Discriminator Loss: 0.3499... Generator Loss: 3.4919 Epoch 1/1... Discriminator Loss: 0.4828... Generator Loss: 1.4476 Epoch 1/1... Discriminator Loss: 0.3607... Generator Loss: 2.0622 Epoch 1/1... Discriminator Loss: 0.3978... Generator Loss: 1.6909
Epoch 1/1... Discriminator Loss: 0.2688... Generator Loss: 3.6768 Epoch 1/1... Discriminator Loss: 0.4410... Generator Loss: 1.4211 Epoch 1/1... Discriminator Loss: 0.2480... Generator Loss: 2.6166 Epoch 1/1... Discriminator Loss: 0.3244... Generator Loss: 2.0024 Epoch 1/1... Discriminator Loss: 0.1769... Generator Loss: 4.1233 Epoch 1/1... Discriminator Loss: 1.1800... Generator Loss: 0.4428 Epoch 1/1... Discriminator Loss: 0.6043... Generator Loss: 3.0519 Epoch 1/1... Discriminator Loss: 0.3886... Generator Loss: 3.6122 Epoch 1/1... Discriminator Loss: 0.1227... Generator Loss: 5.0512 Epoch 1/1... Discriminator Loss: 2.7386... Generator Loss: 0.0767 Epoch 1/1... Discriminator Loss: 0.5035... Generator Loss: 4.6932 Epoch 1/1... Discriminator Loss: 0.4027... Generator Loss: 8.5309 Epoch 1/1... Discriminator Loss: 0.4277... Generator Loss: 1.5999 Epoch 1/1... Discriminator Loss: 0.1361... Generator Loss: 6.9815 Epoch 1/1... Discriminator Loss: 1.1698... Generator Loss: 0.4480 Epoch 1/1... Discriminator Loss: 0.7189... Generator Loss: 3.3640 Epoch 1/1... Discriminator Loss: 0.3617... Generator Loss: 5.3811 Epoch 1/1... Discriminator Loss: 0.1473... Generator Loss: 3.5934 Epoch 1/1... Discriminator Loss: 0.4715... Generator Loss: 1.2125 Epoch 1/1... Discriminator Loss: 0.1865... Generator Loss: 2.9398 Epoch 1/1... Discriminator Loss: 0.1956... Generator Loss: 4.4218 Epoch 1/1... Discriminator Loss: 0.1750... Generator Loss: 3.1580 Epoch 1/1... Discriminator Loss: 0.4380... Generator Loss: 1.4648 Epoch 1/1... Discriminator Loss: 0.1914... Generator Loss: 3.8626 Epoch 1/1... Discriminator Loss: 0.1891... Generator Loss: 3.9940 Epoch 1/1... Discriminator Loss: 0.2188... Generator Loss: 2.5449 Epoch 1/1... Discriminator Loss: 0.5144... Generator Loss: 1.1355 Epoch 1/1... Discriminator Loss: 0.1963... Generator Loss: 5.3661 Epoch 1/1... Discriminator Loss: 0.2806... Generator Loss: 2.4612 Epoch 1/1... Discriminator Loss: 0.1948... Generator Loss: 3.0105 Epoch 1/1... Discriminator Loss: 0.2727... Generator Loss: 1.8232 Epoch 1/1... Discriminator Loss: 0.1218... Generator Loss: 3.8264 Epoch 1/1... Discriminator Loss: 0.6977... Generator Loss: 0.8612 Epoch 1/1... Discriminator Loss: 0.5892... Generator Loss: 4.9890 Epoch 1/1... Discriminator Loss: 0.2823... Generator Loss: 3.0929 Epoch 1/1... Discriminator Loss: 0.2371... Generator Loss: 2.3147 Epoch 1/1... Discriminator Loss: 1.1028... Generator Loss: 0.4982 Epoch 1/1... Discriminator Loss: 0.8601... Generator Loss: 5.9888 Epoch 1/1... Discriminator Loss: 0.2960... Generator Loss: 3.5094 Epoch 1/1... Discriminator Loss: 0.1481... Generator Loss: 2.9528 Epoch 1/1... Discriminator Loss: 1.4358... Generator Loss: 0.2946 Epoch 1/1... Discriminator Loss: 0.4409... Generator Loss: 4.5546 Epoch 1/1... Discriminator Loss: 0.3695... Generator Loss: 5.0857 Epoch 1/1... Discriminator Loss: 0.1432... Generator Loss: 6.5138 Epoch 1/1... Discriminator Loss: 2.3407... Generator Loss: 0.1209 Epoch 1/1... Discriminator Loss: 0.5043... Generator Loss: 6.2876 Epoch 1/1... Discriminator Loss: 0.3580... Generator Loss: 8.3679 Epoch 1/1... Discriminator Loss: 1.1469... Generator Loss: 0.5216 Epoch 1/1... Discriminator Loss: 0.4270... Generator Loss: 10.3838 Epoch 1/1... Discriminator Loss: 0.6962... Generator Loss: 1.0489 Epoch 1/1... Discriminator Loss: 0.4888... Generator Loss: 2.3417 Epoch 1/1... Discriminator Loss: 0.2544... Generator Loss: 4.0659 Epoch 1/1... Discriminator Loss: 0.2283... Generator Loss: 2.2382 Epoch 1/1... Discriminator Loss: 0.4447... Generator Loss: 1.2885 Epoch 1/1... Discriminator Loss: 0.2115... Generator Loss: 5.2747 Epoch 1/1... Discriminator Loss: 0.2798... Generator Loss: 2.2743 Epoch 1/1... Discriminator Loss: 0.2309... Generator Loss: 3.0657 Epoch 1/1... Discriminator Loss: 0.2845... Generator Loss: 1.8973 Epoch 1/1... Discriminator Loss: 0.1409... Generator Loss: 3.9784 Epoch 1/1... Discriminator Loss: 0.6131... Generator Loss: 0.9092 Epoch 1/1... Discriminator Loss: 0.5083... Generator Loss: 6.0044 Epoch 1/1... Discriminator Loss: 0.3813... Generator Loss: 2.0007 Epoch 1/1... Discriminator Loss: 0.2652... Generator Loss: 2.2646 Epoch 1/1... Discriminator Loss: 0.4760... Generator Loss: 1.2351 Epoch 1/1... Discriminator Loss: 0.3798... Generator Loss: 5.4158 Epoch 1/1... Discriminator Loss: 0.4908... Generator Loss: 1.2195 Epoch 1/1... Discriminator Loss: 0.3176... Generator Loss: 3.6755 Epoch 1/1... Discriminator Loss: 0.4071... Generator Loss: 1.6211 Epoch 1/1... Discriminator Loss: 0.2018... Generator Loss: 3.4267 Epoch 1/1... Discriminator Loss: 0.6832... Generator Loss: 0.8599 Epoch 1/1... Discriminator Loss: 0.3641... Generator Loss: 5.1379 Epoch 1/1... Discriminator Loss: 0.8608... Generator Loss: 0.7388 Epoch 1/1... Discriminator Loss: 0.4517... Generator Loss: 3.4764 Epoch 1/1... Discriminator Loss: 0.2689... Generator Loss: 3.1810 Epoch 1/1... Discriminator Loss: 0.0973... Generator Loss: 5.3001 Epoch 1/1... Discriminator Loss: 2.3235... Generator Loss: 0.1167 Epoch 1/1... Discriminator Loss: 0.5734... Generator Loss: 5.5045 Epoch 1/1... Discriminator Loss: 0.3575... Generator Loss: 10.0856 Epoch 1/1... Discriminator Loss: 0.1358... Generator Loss: 3.4387 Epoch 1/1... Discriminator Loss: 0.0460... Generator Loss: 7.5359 Epoch 1/1... Discriminator Loss: 1.6705... Generator Loss: 0.2476 Epoch 1/1... Discriminator Loss: 0.4923... Generator Loss: 1.9367 Epoch 1/1... Discriminator Loss: 0.6577... Generator Loss: 7.2977 Epoch 1/1... Discriminator Loss: 0.2811... Generator Loss: 2.9991 Epoch 1/1... Discriminator Loss: 1.4070... Generator Loss: 0.3519 Epoch 1/1... Discriminator Loss: 0.5532... Generator Loss: 3.3877 Epoch 1/1... Discriminator Loss: 0.3288... Generator Loss: 6.3925 Epoch 1/1... Discriminator Loss: 0.1139... Generator Loss: 4.7933 Epoch 1/1... Discriminator Loss: 1.8982... Generator Loss: 0.1868 Epoch 1/1... Discriminator Loss: 0.9091... Generator Loss: 1.9176 Epoch 1/1... Discriminator Loss: 0.5550... Generator Loss: 3.4696 Epoch 1/1... Discriminator Loss: 0.1964... Generator Loss: 3.9889 Epoch 1/1... Discriminator Loss: 1.0699... Generator Loss: 0.5210 Epoch 1/1... Discriminator Loss: 0.2869... Generator Loss: 3.8760 Epoch 1/1... Discriminator Loss: 0.2665... Generator Loss: 6.1198 Epoch 1/1... Discriminator Loss: 1.4551... Generator Loss: 0.3601 Epoch 1/1... Discriminator Loss: 0.6750... Generator Loss: 1.8696 Epoch 1/1... Discriminator Loss: 0.4652... Generator Loss: 7.7796 Epoch 1/1... Discriminator Loss: 0.8751... Generator Loss: 0.7950 Epoch 1/1... Discriminator Loss: 0.5179... Generator Loss: 1.5407
Epoch 1/1... Discriminator Loss: 0.3333... Generator Loss: 4.5982 Epoch 1/1... Discriminator Loss: 0.3223... Generator Loss: 1.9823 Epoch 1/1... Discriminator Loss: 0.5305... Generator Loss: 1.1378 Epoch 1/1... Discriminator Loss: 0.3800... Generator Loss: 1.9928 Epoch 1/1... Discriminator Loss: 0.2807... Generator Loss: 3.2085 Epoch 1/1... Discriminator Loss: 0.2322... Generator Loss: 2.4757 Epoch 1/1... Discriminator Loss: 0.8173... Generator Loss: 0.7172 Epoch 1/1... Discriminator Loss: 0.3652... Generator Loss: 2.9190 Epoch 1/1... Discriminator Loss: 0.2650... Generator Loss: 3.5539 Epoch 1/1... Discriminator Loss: 0.1435... Generator Loss: 3.8118 Epoch 1/1... Discriminator Loss: 0.9546... Generator Loss: 0.5601 Epoch 1/1... Discriminator Loss: 0.3939... Generator Loss: 2.3866 Epoch 1/1... Discriminator Loss: 0.3575... Generator Loss: 5.1364 Epoch 1/1... Discriminator Loss: 0.3899... Generator Loss: 1.5761 Epoch 1/1... Discriminator Loss: 0.7271... Generator Loss: 0.8813 Epoch 1/1... Discriminator Loss: 0.4253... Generator Loss: 2.4664 Epoch 1/1... Discriminator Loss: 0.2594... Generator Loss: 4.4114 Epoch 1/1... Discriminator Loss: 0.1767... Generator Loss: 2.8385 Epoch 1/1... Discriminator Loss: 1.3786... Generator Loss: 0.3555 Epoch 1/1... Discriminator Loss: 0.5864... Generator Loss: 4.7767 Epoch 1/1... Discriminator Loss: 0.3135... Generator Loss: 4.4142 Epoch 1/1... Discriminator Loss: 0.1762... Generator Loss: 3.1598 Epoch 1/1... Discriminator Loss: 1.2324... Generator Loss: 0.3910 Epoch 1/1... Discriminator Loss: 0.3616... Generator Loss: 3.4842 Epoch 1/1... Discriminator Loss: 0.3559... Generator Loss: 8.3171 Epoch 1/1... Discriminator Loss: 1.1654... Generator Loss: 0.4557 Epoch 1/1... Discriminator Loss: 0.8590... Generator Loss: 1.0797 Epoch 1/1... Discriminator Loss: 0.8354... Generator Loss: 3.6850 Epoch 1/1... Discriminator Loss: 0.1825... Generator Loss: 4.6925 Epoch 1/1... Discriminator Loss: 0.5976... Generator Loss: 0.9759 Epoch 1/1... Discriminator Loss: 0.4106... Generator Loss: 1.4781 Epoch 1/1... Discriminator Loss: 0.2866... Generator Loss: 5.2365 Epoch 1/1... Discriminator Loss: 0.3381... Generator Loss: 2.1344 Epoch 1/1... Discriminator Loss: 0.1938... Generator Loss: 3.9272 Epoch 1/1... Discriminator Loss: 0.1245... Generator Loss: 3.6581 Epoch 1/1... Discriminator Loss: 0.1312... Generator Loss: 2.8881 Epoch 1/1... Discriminator Loss: 0.3917... Generator Loss: 1.3501 Epoch 1/1... Discriminator Loss: 0.1381... Generator Loss: 4.4007 Epoch 1/1... Discriminator Loss: 0.5777... Generator Loss: 1.0636 Epoch 1/1... Discriminator Loss: 0.4891... Generator Loss: 5.3910 Epoch 1/1... Discriminator Loss: 0.4191... Generator Loss: 1.4999 Epoch 1/1... Discriminator Loss: 0.1973... Generator Loss: 4.3797 Epoch 1/1... Discriminator Loss: 0.7905... Generator Loss: 0.7925 Epoch 1/1... Discriminator Loss: 0.4358... Generator Loss: 5.7884 Epoch 1/1... Discriminator Loss: 1.5470... Generator Loss: 0.3104 Epoch 1/1... Discriminator Loss: 0.9586... Generator Loss: 3.0915 Epoch 1/1... Discriminator Loss: 0.1683... Generator Loss: 3.6391 Epoch 1/1... Discriminator Loss: 1.6633... Generator Loss: 0.2848 Epoch 1/1... Discriminator Loss: 0.7842... Generator Loss: 1.3742 Epoch 1/1... Discriminator Loss: 0.7251... Generator Loss: 2.4289 Epoch 1/1... Discriminator Loss: 0.4661... Generator Loss: 1.5235 Epoch 1/1... Discriminator Loss: 0.1783... Generator Loss: 3.4018 Epoch 1/1... Discriminator Loss: 1.0039... Generator Loss: 0.5549 Epoch 1/1... Discriminator Loss: 0.4632... Generator Loss: 5.7786 Epoch 1/1... Discriminator Loss: 1.2550... Generator Loss: 0.4596 Epoch 1/1... Discriminator Loss: 0.8807... Generator Loss: 2.6466 Epoch 1/1... Discriminator Loss: 0.3865... Generator Loss: 2.5979 Epoch 1/1... Discriminator Loss: 0.2171... Generator Loss: 2.4261 Epoch 1/1... Discriminator Loss: 1.7721... Generator Loss: 0.2132 Epoch 1/1... Discriminator Loss: 0.7348... Generator Loss: 6.5073 Epoch 1/1... Discriminator Loss: 0.5090... Generator Loss: 2.5466 Epoch 1/1... Discriminator Loss: 0.5143... Generator Loss: 1.3052 Epoch 1/1... Discriminator Loss: 0.2346... Generator Loss: 3.6584 Epoch 1/1... Discriminator Loss: 0.4604... Generator Loss: 1.3885 Epoch 1/1... Discriminator Loss: 0.2050... Generator Loss: 2.6805 Epoch 1/1... Discriminator Loss: 1.5197... Generator Loss: 0.3168 Epoch 1/1... Discriminator Loss: 1.1774... Generator Loss: 2.6103 Epoch 1/1... Discriminator Loss: 0.4922... Generator Loss: 3.1089 Epoch 1/1... Discriminator Loss: 0.2758... Generator Loss: 2.0281 Epoch 1/1... Discriminator Loss: 1.7788... Generator Loss: 0.2327 Epoch 1/1... Discriminator Loss: 0.7131... Generator Loss: 1.5901 Epoch 1/1... Discriminator Loss: 0.6339... Generator Loss: 4.6141 Epoch 1/1... Discriminator Loss: 0.2191... Generator Loss: 6.2629 Epoch 1/1... Discriminator Loss: 0.1145... Generator Loss: 3.5101 Epoch 1/1... Discriminator Loss: 1.9672... Generator Loss: 0.1727 Epoch 1/1... Discriminator Loss: 1.1412... Generator Loss: 0.5200 Epoch 1/1... Discriminator Loss: 1.2214... Generator Loss: 3.7489 Epoch 1/1... Discriminator Loss: 0.3370... Generator Loss: 4.0652 Epoch 1/1... Discriminator Loss: 0.2019... Generator Loss: 2.7984 Epoch 1/1... Discriminator Loss: 2.3153... Generator Loss: 0.1278 Epoch 1/1... Discriminator Loss: 0.4652... Generator Loss: 2.1568 Epoch 1/1... Discriminator Loss: 0.4601... Generator Loss: 7.0408 Epoch 1/1... Discriminator Loss: 0.7434... Generator Loss: 0.9024 Epoch 1/1... Discriminator Loss: 0.2095... Generator Loss: 5.8900 Epoch 1/1... Discriminator Loss: 0.3280... Generator Loss: 1.8099 Epoch 1/1... Discriminator Loss: 0.5595... Generator Loss: 1.1170 Epoch 1/1... Discriminator Loss: 0.3413... Generator Loss: 4.1819 Epoch 1/1... Discriminator Loss: 0.3995... Generator Loss: 1.9199 Epoch 1/1... Discriminator Loss: 0.4454... Generator Loss: 1.5559 Epoch 1/1... Discriminator Loss: 0.3605... Generator Loss: 1.9923 Epoch 1/1... Discriminator Loss: 0.2328... Generator Loss: 3.9203 Epoch 1/1... Discriminator Loss: 0.5077... Generator Loss: 1.1858 Epoch 1/1... Discriminator Loss: 0.3830... Generator Loss: 2.7368 Epoch 1/1... Discriminator Loss: 0.2439... Generator Loss: 2.9476 Epoch 1/1... Discriminator Loss: 0.7155... Generator Loss: 0.8150 Epoch 1/1... Discriminator Loss: 0.2877... Generator Loss: 3.8354 Epoch 1/1... Discriminator Loss: 0.2433... Generator Loss: 3.2695 Epoch 1/1... Discriminator Loss: 0.1325... Generator Loss: 3.8959 Epoch 1/1... Discriminator Loss: 1.8313... Generator Loss: 0.1984 Epoch 1/1... Discriminator Loss: 0.6458... Generator Loss: 4.0362
Epoch 1/1... Discriminator Loss: 0.4634... Generator Loss: 3.3683 Epoch 1/1... Discriminator Loss: 0.1751... Generator Loss: 2.9372 Epoch 1/1... Discriminator Loss: 0.9739... Generator Loss: 0.5692 Epoch 1/1... Discriminator Loss: 0.2219... Generator Loss: 3.6062 Epoch 1/1... Discriminator Loss: 0.6430... Generator Loss: 1.1319 Epoch 1/1... Discriminator Loss: 0.4644... Generator Loss: 2.1092 Epoch 1/1... Discriminator Loss: 0.2588... Generator Loss: 3.9086 Epoch 1/1... Discriminator Loss: 0.1647... Generator Loss: 3.5120 Epoch 1/1... Discriminator Loss: 1.8729... Generator Loss: 0.1926 Epoch 1/1... Discriminator Loss: 0.7516... Generator Loss: 1.2745 Epoch 1/1... Discriminator Loss: 0.7701... Generator Loss: 4.4819 Epoch 1/1... Discriminator Loss: 0.3065... Generator Loss: 2.9408 Epoch 1/1... Discriminator Loss: 0.2296... Generator Loss: 2.2766 Epoch 1/1... Discriminator Loss: 0.6971... Generator Loss: 0.8468 Epoch 1/1... Discriminator Loss: 0.2650... Generator Loss: 4.2578 Epoch 1/1... Discriminator Loss: 0.8956... Generator Loss: 0.7515 Epoch 1/1... Discriminator Loss: 0.8441... Generator Loss: 1.3658 Epoch 1/1... Discriminator Loss: 0.6277... Generator Loss: 2.6793 Epoch 1/1... Discriminator Loss: 0.2569... Generator Loss: 2.8066 Epoch 1/1... Discriminator Loss: 0.2563... Generator Loss: 2.3327 Epoch 1/1... Discriminator Loss: 0.4571... Generator Loss: 1.3406 Epoch 1/1... Discriminator Loss: 0.2060... Generator Loss: 6.8926 Epoch 1/1... Discriminator Loss: 0.5591... Generator Loss: 1.2363 Epoch 1/1... Discriminator Loss: 0.3022... Generator Loss: 9.0720 Epoch 1/1... Discriminator Loss: 0.7473... Generator Loss: 0.8686 Epoch 1/1... Discriminator Loss: 0.5141... Generator Loss: 5.5642 Epoch 1/1... Discriminator Loss: 0.2117... Generator Loss: 3.1859 Epoch 1/1... Discriminator Loss: 0.6882... Generator Loss: 0.9198 Epoch 1/1... Discriminator Loss: 0.3030... Generator Loss: 3.2490 Epoch 1/1... Discriminator Loss: 0.2837... Generator Loss: 3.3606 Epoch 1/1... Discriminator Loss: 0.1855... Generator Loss: 2.8860 Epoch 1/1... Discriminator Loss: 1.2753... Generator Loss: 0.3803 Epoch 1/1... Discriminator Loss: 0.5166... Generator Loss: 4.8865 Epoch 1/1... Discriminator Loss: 0.3144... Generator Loss: 3.9207 Epoch 1/1... Discriminator Loss: 0.1119... Generator Loss: 4.2092 Epoch 1/1... Discriminator Loss: 2.0040... Generator Loss: 0.1952 Epoch 1/1... Discriminator Loss: 0.5981... Generator Loss: 2.3077 Epoch 1/1... Discriminator Loss: 0.5264... Generator Loss: 6.8256 Epoch 1/1... Discriminator Loss: 0.4628... Generator Loss: 1.5150 Epoch 1/1... Discriminator Loss: 0.2713... Generator Loss: 2.3509 Epoch 1/1... Discriminator Loss: 0.1590... Generator Loss: 3.2271 Epoch 1/1... Discriminator Loss: 0.7296... Generator Loss: 0.8470 Epoch 1/1... Discriminator Loss: 0.3846... Generator Loss: 2.0232 Epoch 1/1... Discriminator Loss: 0.2924... Generator Loss: 4.6204 Epoch 1/1... Discriminator Loss: 0.4043... Generator Loss: 1.4887 Epoch 1/1... Discriminator Loss: 0.3688... Generator Loss: 1.7422 Epoch 1/1... Discriminator Loss: 0.1923... Generator Loss: 4.6473 Epoch 1/1... Discriminator Loss: 0.1376... Generator Loss: 4.6644 Epoch 1/1... Discriminator Loss: 1.5153... Generator Loss: 0.2902 Epoch 1/1... Discriminator Loss: 0.5056... Generator Loss: 2.4865 Epoch 1/1... Discriminator Loss: 0.4598... Generator Loss: 4.8614 Epoch 1/1... Discriminator Loss: 0.1968... Generator Loss: 3.8096 Epoch 1/1... Discriminator Loss: 1.0955... Generator Loss: 0.5853 Epoch 1/1... Discriminator Loss: 0.2999... Generator Loss: 4.5950 Epoch 1/1... Discriminator Loss: 0.4793... Generator Loss: 1.9893 Epoch 1/1... Discriminator Loss: 0.3323... Generator Loss: 2.5475 Epoch 1/1... Discriminator Loss: 0.1723... Generator Loss: 4.0075 Epoch 1/1... Discriminator Loss: 0.1394... Generator Loss: 3.5882 Epoch 1/1... Discriminator Loss: 1.8144... Generator Loss: 0.2334 Epoch 1/1... Discriminator Loss: 0.9939... Generator Loss: 2.6105 Epoch 1/1... Discriminator Loss: 0.5072... Generator Loss: 3.1571 Epoch 1/1... Discriminator Loss: 0.1345... Generator Loss: 4.5056 Epoch 1/1... Discriminator Loss: 1.5875... Generator Loss: 0.2870 Epoch 1/1... Discriminator Loss: 0.4138... Generator Loss: 3.0893 Epoch 1/1... Discriminator Loss: 0.4673... Generator Loss: 5.9960 Epoch 1/1... Discriminator Loss: 0.6661... Generator Loss: 1.0369 Epoch 1/1... Discriminator Loss: 0.3964... Generator Loss: 2.0272 Epoch 1/1... Discriminator Loss: 0.2821... Generator Loss: 6.5387 Epoch 1/1... Discriminator Loss: 0.8158... Generator Loss: 0.7811 Epoch 1/1... Discriminator Loss: 0.4178... Generator Loss: 2.8169 Epoch 1/1... Discriminator Loss: 0.3280... Generator Loss: 6.3200 Epoch 1/1... Discriminator Loss: 0.7195... Generator Loss: 0.8683 Epoch 1/1... Discriminator Loss: 0.3629... Generator Loss: 3.9576 Epoch 1/1... Discriminator Loss: 0.3191... Generator Loss: 2.4957 Epoch 1/1... Discriminator Loss: 0.4224... Generator Loss: 1.4576 Epoch 1/1... Discriminator Loss: 0.6786... Generator Loss: 1.0193 Epoch 1/1... Discriminator Loss: 0.6436... Generator Loss: 4.3226 Epoch 1/1... Discriminator Loss: 0.2596... Generator Loss: 3.0593 Epoch 1/1... Discriminator Loss: 1.6145... Generator Loss: 0.3005 Epoch 1/1... Discriminator Loss: 0.8781... Generator Loss: 2.9913 Epoch 1/1... Discriminator Loss: 0.4066... Generator Loss: 4.6116 Epoch 1/1... Discriminator Loss: 0.1240... Generator Loss: 4.0484 Epoch 1/1... Discriminator Loss: 1.8167... Generator Loss: 0.2490 Epoch 1/1... Discriminator Loss: 0.7260... Generator Loss: 1.5501 Epoch 1/1... Discriminator Loss: 0.8088... Generator Loss: 4.2241 Epoch 1/1... Discriminator Loss: 0.2438... Generator Loss: 4.7784 Epoch 1/1... Discriminator Loss: 0.1433... Generator Loss: 3.3248 Epoch 1/1... Discriminator Loss: 1.4058... Generator Loss: 0.3355 Epoch 1/1... Discriminator Loss: 0.4219... Generator Loss: 2.4121 Epoch 1/1... Discriminator Loss: 0.4440... Generator Loss: 5.0217 Epoch 1/1... Discriminator Loss: 0.1738... Generator Loss: 4.8099 Epoch 1/1... Discriminator Loss: 1.3009... Generator Loss: 0.4052 Epoch 1/1... Discriminator Loss: 0.4823... Generator Loss: 2.1369 Epoch 1/1... Discriminator Loss: 0.4573... Generator Loss: 5.1461 Epoch 1/1... Discriminator Loss: 0.5690... Generator Loss: 1.3160 Epoch 1/1... Discriminator Loss: 0.2844... Generator Loss: 2.7274 Epoch 1/1... Discriminator Loss: 0.2141... Generator Loss: 3.2748 Epoch 1/1... Discriminator Loss: 0.1505... Generator Loss: 3.3917 Epoch 1/1... Discriminator Loss: 0.8329... Generator Loss: 0.7134 Epoch 1/1... Discriminator Loss: 0.3097... Generator Loss: 4.5455
Epoch 1/1... Discriminator Loss: 0.6613... Generator Loss: 1.1613 Epoch 1/1... Discriminator Loss: 0.5161... Generator Loss: 3.3794 Epoch 1/1... Discriminator Loss: 0.2491... Generator Loss: 3.0131 Epoch 1/1... Discriminator Loss: 0.1954... Generator Loss: 2.4406 Epoch 1/1... Discriminator Loss: 1.5563... Generator Loss: 0.2815 Epoch 1/1... Discriminator Loss: 0.9543... Generator Loss: 4.8018 Epoch 1/1... Discriminator Loss: 0.5396... Generator Loss: 2.5321 Epoch 1/1... Discriminator Loss: 0.3811... Generator Loss: 1.6173 Epoch 1/1... Discriminator Loss: 0.3119... Generator Loss: 1.8189 Epoch 1/1... Discriminator Loss: 0.1646... Generator Loss: 3.6871 Epoch 1/1... Discriminator Loss: 0.5901... Generator Loss: 0.9887 Epoch 1/1... Discriminator Loss: 0.3650... Generator Loss: 4.7328 Epoch 1/1... Discriminator Loss: 0.5419... Generator Loss: 1.2710 Epoch 1/1... Discriminator Loss: 0.3044... Generator Loss: 3.0968 Epoch 1/1... Discriminator Loss: 0.2535... Generator Loss: 2.5119 Epoch 1/1... Discriminator Loss: 0.3297... Generator Loss: 1.7183 Epoch 1/1... Discriminator Loss: 0.4559... Generator Loss: 1.4766 Epoch 1/1... Discriminator Loss: 0.4574... Generator Loss: 3.6916 Epoch 1/1... Discriminator Loss: 0.2178... Generator Loss: 3.4353 Epoch 1/1... Discriminator Loss: 1.2499... Generator Loss: 0.3955 Epoch 1/1... Discriminator Loss: 0.6121... Generator Loss: 1.8775 Epoch 1/1... Discriminator Loss: 0.5094... Generator Loss: 4.8751 Epoch 1/1... Discriminator Loss: 0.1609... Generator Loss: 4.8762 Epoch 1/1... Discriminator Loss: 1.1426... Generator Loss: 0.5081 Epoch 1/1... Discriminator Loss: 0.3998... Generator Loss: 1.8638 Epoch 1/1... Discriminator Loss: 0.4007... Generator Loss: 4.7912 Epoch 1/1... Discriminator Loss: 0.2290... Generator Loss: 4.2435 Epoch 1/1... Discriminator Loss: 0.8166... Generator Loss: 0.7154 Epoch 1/1... Discriminator Loss: 0.3485... Generator Loss: 2.4004 Epoch 1/1... Discriminator Loss: 0.3029... Generator Loss: 7.2062 Epoch 1/1... Discriminator Loss: 0.7125... Generator Loss: 0.9328 Epoch 1/1... Discriminator Loss: 0.2936... Generator Loss: 6.5547 Epoch 1/1... Discriminator Loss: 0.1905... Generator Loss: 4.2751 Epoch 1/1... Discriminator Loss: 0.6363... Generator Loss: 1.0167 Epoch 1/1... Discriminator Loss: 0.3439... Generator Loss: 2.5780 Epoch 1/1... Discriminator Loss: 0.3041... Generator Loss: 3.8997 Epoch 1/1... Discriminator Loss: 0.1453... Generator Loss: 3.8560 Epoch 1/1... Discriminator Loss: 1.4282... Generator Loss: 0.3138 Epoch 1/1... Discriminator Loss: 0.5804... Generator Loss: 5.7724 Epoch 1/1... Discriminator Loss: 0.4955... Generator Loss: 2.2067 Epoch 1/1... Discriminator Loss: 0.5797... Generator Loss: 1.1791 Epoch 1/1... Discriminator Loss: 0.2926... Generator Loss: 4.3036 Epoch 1/1... Discriminator Loss: 0.1662... Generator Loss: 5.0378 Epoch 1/1... Discriminator Loss: 0.9322... Generator Loss: 0.6296 Epoch 1/1... Discriminator Loss: 0.4573... Generator Loss: 2.2161 Epoch 1/1... Discriminator Loss: 0.4172... Generator Loss: 4.5357 Epoch 1/1... Discriminator Loss: 0.1361... Generator Loss: 4.0251 Epoch 1/1... Discriminator Loss: 1.1098... Generator Loss: 0.4667 Epoch 1/1... Discriminator Loss: 0.3191... Generator Loss: 6.0405 Epoch 1/1... Discriminator Loss: 0.6768... Generator Loss: 1.3345 Epoch 1/1... Discriminator Loss: 0.3408... Generator Loss: 5.9521 Epoch 1/1... Discriminator Loss: 0.1800... Generator Loss: 3.1689 Epoch 1/1... Discriminator Loss: 1.6318... Generator Loss: 0.2608 Epoch 1/1... Discriminator Loss: 0.5344... Generator Loss: 5.3895 Epoch 1/1... Discriminator Loss: 0.3928... Generator Loss: 4.3152 Epoch 1/1... Discriminator Loss: 0.5689... Generator Loss: 1.4384 Epoch 1/1... Discriminator Loss: 0.5757... Generator Loss: 1.3235 Epoch 1/1... Discriminator Loss: 0.4018... Generator Loss: 2.7960 Epoch 1/1... Discriminator Loss: 0.2663... Generator Loss: 3.1134 Epoch 1/1... Discriminator Loss: 0.1853... Generator Loss: 3.2223 Epoch 1/1... Discriminator Loss: 0.3197... Generator Loss: 1.8509 Epoch 1/1... Discriminator Loss: 0.1497... Generator Loss: 3.8499 Epoch 1/1... Discriminator Loss: 1.0640... Generator Loss: 0.5310 Epoch 1/1... Discriminator Loss: 0.5123... Generator Loss: 4.5169 Epoch 1/1... Discriminator Loss: 0.3897... Generator Loss: 2.4593 Epoch 1/1... Discriminator Loss: 0.5036... Generator Loss: 1.3615 Epoch 1/1... Discriminator Loss: 0.3746... Generator Loss: 1.8464 Epoch 1/1... Discriminator Loss: 0.2170... Generator Loss: 5.8423 Epoch 1/1... Discriminator Loss: 0.6974... Generator Loss: 0.8944 Epoch 1/1... Discriminator Loss: 0.3415... Generator Loss: 4.1204 Epoch 1/1... Discriminator Loss: 0.2434... Generator Loss: 3.3110 Epoch 1/1... Discriminator Loss: 0.5345... Generator Loss: 1.2635 Epoch 1/1... Discriminator Loss: 0.3124... Generator Loss: 2.4035 Epoch 1/1... Discriminator Loss: 0.2497... Generator Loss: 3.7298 Epoch 1/1... Discriminator Loss: 0.1618... Generator Loss: 3.7761 Epoch 1/1... Discriminator Loss: 1.2636... Generator Loss: 0.4030 Epoch 1/1... Discriminator Loss: 0.6703... Generator Loss: 2.6219 Epoch 1/1... Discriminator Loss: 0.4366... Generator Loss: 5.6879 Epoch 1/1... Discriminator Loss: 0.2363... Generator Loss: 2.5884 Epoch 1/1... Discriminator Loss: 0.1073... Generator Loss: 3.6616 Epoch 1/1... Discriminator Loss: 0.9271... Generator Loss: 0.5807 Epoch 1/1... Discriminator Loss: 0.2843... Generator Loss: 6.2153 Epoch 1/1... Discriminator Loss: 0.5154... Generator Loss: 1.5791 Epoch 1/1... Discriminator Loss: 0.2964... Generator Loss: 4.1385 Epoch 1/1... Discriminator Loss: 0.2207... Generator Loss: 2.6682 Epoch 1/1... Discriminator Loss: 0.3137... Generator Loss: 1.6647 Epoch 1/1... Discriminator Loss: 0.3685... Generator Loss: 1.5358 Epoch 1/1... Discriminator Loss: 0.2585... Generator Loss: 4.3923 Epoch 1/1... Discriminator Loss: 0.1793... Generator Loss: 4.5793 Epoch 1/1... Discriminator Loss: 0.7501... Generator Loss: 0.7710 Epoch 1/1... Discriminator Loss: 0.3815... Generator Loss: 2.8966 Epoch 1/1... Discriminator Loss: 0.2637... Generator Loss: 4.4387 Epoch 1/1... Discriminator Loss: 0.2076... Generator Loss: 2.4579 Epoch 1/1... Discriminator Loss: 1.0708... Generator Loss: 0.4875 Epoch 1/1... Discriminator Loss: 0.5478... Generator Loss: 3.4541 Epoch 1/1... Discriminator Loss: 0.3353... Generator Loss: 6.0419 Epoch 1/1... Discriminator Loss: 0.9488... Generator Loss: 0.6099 Epoch 1/1... Discriminator Loss: 0.4323... Generator Loss: 2.0522 Epoch 1/1... Discriminator Loss: 0.3256... Generator Loss: 6.9152 Epoch 1/1... Discriminator Loss: 0.5483... Generator Loss: 1.1594
Epoch 1/1... Discriminator Loss: 0.4040... Generator Loss: 1.8073 Epoch 1/1... Discriminator Loss: 0.2683... Generator Loss: 3.9780 Epoch 1/1... Discriminator Loss: 0.1362... Generator Loss: 4.8366 Epoch 1/1... Discriminator Loss: 0.9767... Generator Loss: 0.5494 Epoch 1/1... Discriminator Loss: 0.3262... Generator Loss: 3.3241 Epoch 1/1... Discriminator Loss: 0.3323... Generator Loss: 9.4170 Epoch 1/1... Discriminator Loss: 0.4189... Generator Loss: 1.5139 Epoch 1/1... Discriminator Loss: 0.0998... Generator Loss: 8.7189 Epoch 1/1... Discriminator Loss: 0.5719... Generator Loss: 0.9997 Epoch 1/1... Discriminator Loss: 0.1951... Generator Loss: 6.0669 Epoch 1/1... Discriminator Loss: 0.2741... Generator Loss: 2.5107 Epoch 1/1... Discriminator Loss: 0.2129... Generator Loss: 3.2886 Epoch 1/1... Discriminator Loss: 0.1995... Generator Loss: 2.9460 Epoch 1/1... Discriminator Loss: 0.1915... Generator Loss: 2.7471 Epoch 1/1... Discriminator Loss: 0.2809... Generator Loss: 1.9524 Epoch 1/1... Discriminator Loss: 0.1579... Generator Loss: 5.2789 Epoch 1/1... Discriminator Loss: 1.1569... Generator Loss: 0.4840 Epoch 1/1... Discriminator Loss: 1.2998... Generator Loss: 5.8253 Epoch 1/1... Discriminator Loss: 0.2261... Generator Loss: 2.9158 Epoch 1/1... Discriminator Loss: 0.9616... Generator Loss: 0.6617 Epoch 1/1... Discriminator Loss: 0.4104... Generator Loss: 2.9531 Epoch 1/1... Discriminator Loss: 0.2386... Generator Loss: 5.4503 Epoch 1/1... Discriminator Loss: 0.5934... Generator Loss: 1.1479 Epoch 1/1... Discriminator Loss: 0.2719... Generator Loss: 4.5017 Epoch 1/1... Discriminator Loss: 0.2119... Generator Loss: 3.6084 Epoch 1/1... Discriminator Loss: 0.1149... Generator Loss: 5.8101 Epoch 1/1... Discriminator Loss: 0.8543... Generator Loss: 0.6820 Epoch 1/1... Discriminator Loss: 0.5110... Generator Loss: 5.8749 Epoch 1/1... Discriminator Loss: 0.2664... Generator Loss: 3.2509 Epoch 1/1... Discriminator Loss: 0.5738... Generator Loss: 1.0630 Epoch 1/1... Discriminator Loss: 0.2699... Generator Loss: 2.7484 Epoch 1/1... Discriminator Loss: 0.1851... Generator Loss: 4.3431 Epoch 1/1... Discriminator Loss: 0.1241... Generator Loss: 4.8056 Epoch 1/1... Discriminator Loss: 1.1493... Generator Loss: 0.4565 Epoch 1/1... Discriminator Loss: 0.5188... Generator Loss: 3.0513 Epoch 1/1... Discriminator Loss: 0.2980... Generator Loss: 5.5477 Epoch 1/1... Discriminator Loss: 0.0996... Generator Loss: 5.0862 Epoch 1/1... Discriminator Loss: 1.8827... Generator Loss: 0.1972 Epoch 1/1... Discriminator Loss: 0.5313... Generator Loss: 2.6527 Epoch 1/1... Discriminator Loss: 0.4658... Generator Loss: 4.9312 Epoch 1/1... Discriminator Loss: 0.3240... Generator Loss: 2.1167 Epoch 1/1... Discriminator Loss: 0.3153... Generator Loss: 1.6643 Epoch 1/1... Discriminator Loss: 0.3933... Generator Loss: 1.5963 Epoch 1/1... Discriminator Loss: 0.2745... Generator Loss: 4.7818 Epoch 1/1... Discriminator Loss: 0.2117... Generator Loss: 2.9347 Epoch 1/1... Discriminator Loss: 0.1062... Generator Loss: 5.1172 Epoch 1/1... Discriminator Loss: 1.4648... Generator Loss: 0.3278 Epoch 1/1... Discriminator Loss: 0.5013... Generator Loss: 4.9827 Epoch 1/1... Discriminator Loss: 0.3131... Generator Loss: 7.1122 Epoch 1/1... Discriminator Loss: 0.3086... Generator Loss: 1.8596 Epoch 1/1... Discriminator Loss: 0.0925... Generator Loss: 4.5107 Epoch 1/1... Discriminator Loss: 0.8824... Generator Loss: 0.6117 Epoch 1/1... Discriminator Loss: 0.2548... Generator Loss: 4.5024 Epoch 1/1... Discriminator Loss: 0.2850... Generator Loss: 7.0203 Epoch 1/1... Discriminator Loss: 0.7896... Generator Loss: 0.7800 Epoch 1/1... Discriminator Loss: 0.4641... Generator Loss: 2.3303 Epoch 1/1... Discriminator Loss: 0.3582... Generator Loss: 3.9190 Epoch 1/1... Discriminator Loss: 0.1897... Generator Loss: 2.8626 Epoch 1/1... Discriminator Loss: 0.2003... Generator Loss: 2.1359 Epoch 1/1... Discriminator Loss: 0.8083... Generator Loss: 0.6741 Epoch 1/1... Discriminator Loss: 0.4150... Generator Loss: 6.7033 Epoch 1/1... Discriminator Loss: 0.5222... Generator Loss: 1.6897 Epoch 1/1... Discriminator Loss: 0.1903... Generator Loss: 4.2987 Epoch 1/1... Discriminator Loss: 0.3031... Generator Loss: 1.7253 Epoch 1/1... Discriminator Loss: 0.1202... Generator Loss: 3.9656 Epoch 1/1... Discriminator Loss: 0.6555... Generator Loss: 0.8989 Epoch 1/1... Discriminator Loss: 0.2422... Generator Loss: 4.1778 Epoch 1/1... Discriminator Loss: 0.3553... Generator Loss: 2.0012 Epoch 1/1... Discriminator Loss: 0.1862... Generator Loss: 3.8679 Epoch 1/1... Discriminator Loss: 0.8680... Generator Loss: 0.6652 Epoch 1/1... Discriminator Loss: 0.6619... Generator Loss: 4.5971 Epoch 1/1... Discriminator Loss: 0.2837... Generator Loss: 2.6220 Epoch 1/1... Discriminator Loss: 0.2066... Generator Loss: 2.4409 Epoch 1/1... Discriminator Loss: 0.7092... Generator Loss: 0.7572 Epoch 1/1... Discriminator Loss: 0.2263... Generator Loss: 5.4949 Epoch 1/1... Discriminator Loss: 0.5962... Generator Loss: 1.2656 Epoch 1/1... Discriminator Loss: 0.5660... Generator Loss: 1.6448 Epoch 1/1... Discriminator Loss: 0.3426... Generator Loss: 3.0340 Epoch 1/1... Discriminator Loss: 0.1596... Generator Loss: 4.2090 Epoch 1/1... Discriminator Loss: 1.3890... Generator Loss: 0.3306 Epoch 1/1... Discriminator Loss: 0.5694... Generator Loss: 4.0937 Epoch 1/1... Discriminator Loss: 0.3343... Generator Loss: 6.3299 Epoch 1/1... Discriminator Loss: 0.1050... Generator Loss: 4.6733 Epoch 1/1... Discriminator Loss: 2.1202... Generator Loss: 0.1873 Epoch 1/1... Discriminator Loss: 0.5247... Generator Loss: 5.5274 Epoch 1/1... Discriminator Loss: 0.4536... Generator Loss: 8.7701 Epoch 1/1... Discriminator Loss: 0.4363... Generator Loss: 1.4883 Epoch 1/1... Discriminator Loss: 0.1096... Generator Loss: 7.6122 Epoch 1/1... Discriminator Loss: 1.1890... Generator Loss: 0.4595 Epoch 1/1... Discriminator Loss: 0.4469... Generator Loss: 5.9875 Epoch 1/1... Discriminator Loss: 0.3123... Generator Loss: 4.0370 Epoch 1/1... Discriminator Loss: 0.2065... Generator Loss: 2.5714 Epoch 1/1... Discriminator Loss: 0.8815... Generator Loss: 0.6905 Epoch 1/1... Discriminator Loss: 0.4314... Generator Loss: 4.1182 Epoch 1/1... Discriminator Loss: 0.3057... Generator Loss: 3.5988 Epoch 1/1... Discriminator Loss: 0.1623... Generator Loss: 2.9762 Epoch 1/1... Discriminator Loss: 0.9002... Generator Loss: 0.6046 Epoch 1/1... Discriminator Loss: 0.4701... Generator Loss: 5.4471 Epoch 1/1... Discriminator Loss: 0.3375... Generator Loss: 3.2984 Epoch 1/1... Discriminator Loss: 0.2422... Generator Loss: 2.2676
Epoch 1/1... Discriminator Loss: 0.3790... Generator Loss: 1.5019 Epoch 1/1... Discriminator Loss: 0.1696... Generator Loss: 4.9175 Epoch 1/1... Discriminator Loss: 0.4750... Generator Loss: 1.2791 Epoch 1/1... Discriminator Loss: 0.4876... Generator Loss: 1.9679 Epoch 1/1... Discriminator Loss: 0.3156... Generator Loss: 2.5134 Epoch 1/1... Discriminator Loss: 0.3218... Generator Loss: 1.8625 Epoch 1/1... Discriminator Loss: 0.1984... Generator Loss: 2.6935 Epoch 1/1... Discriminator Loss: 0.3662... Generator Loss: 1.6392 Epoch 1/1... Discriminator Loss: 0.1700... Generator Loss: 5.4523 Epoch 1/1... Discriminator Loss: 1.1782... Generator Loss: 0.4572 Epoch 1/1... Discriminator Loss: 0.8516... Generator Loss: 6.5737 Epoch 1/1... Discriminator Loss: 0.2349... Generator Loss: 5.3308 Epoch 1/1... Discriminator Loss: 1.3765... Generator Loss: 0.4939 Epoch 1/1... Discriminator Loss: 0.4475... Generator Loss: 2.0404 Epoch 1/1... Discriminator Loss: 0.3989... Generator Loss: 4.7709 Epoch 1/1... Discriminator Loss: 0.1629... Generator Loss: 6.7760 Epoch 1/1... Discriminator Loss: 1.0674... Generator Loss: 0.5208 Epoch 1/1... Discriminator Loss: 0.2072... Generator Loss: 7.8315 Epoch 1/1... Discriminator Loss: 0.2985... Generator Loss: 2.7566 Epoch 1/1... Discriminator Loss: 0.4391... Generator Loss: 1.6999 Epoch 1/1... Discriminator Loss: 0.2651... Generator Loss: 2.4807 Epoch 1/1... Discriminator Loss: 0.3790... Generator Loss: 1.5857 Epoch 1/1... Discriminator Loss: 0.3355... Generator Loss: 2.0718 Epoch 1/1... Discriminator Loss: 0.3023... Generator Loss: 2.1980 Epoch 1/1... Discriminator Loss: 0.2597... Generator Loss: 3.1429 Epoch 1/1... Discriminator Loss: 0.3677... Generator Loss: 1.8750 Epoch 1/1... Discriminator Loss: 0.1941... Generator Loss: 4.9619 Epoch 1/1... Discriminator Loss: 0.4607... Generator Loss: 1.3696 Epoch 1/1... Discriminator Loss: 0.2501... Generator Loss: 3.4259 Epoch 1/1... Discriminator Loss: 0.1683... Generator Loss: 4.0717 Epoch 1/1... Discriminator Loss: 0.1620... Generator Loss: 2.9917 Epoch 1/1... Discriminator Loss: 0.5458... Generator Loss: 1.0882 Epoch 1/1... Discriminator Loss: 0.4384... Generator Loss: 7.3448 Epoch 1/1... Discriminator Loss: 0.7049... Generator Loss: 1.0555 Epoch 1/1... Discriminator Loss: 0.4360... Generator Loss: 5.4311 Epoch 1/1... Discriminator Loss: 0.1243... Generator Loss: 7.0193 Epoch 1/1... Discriminator Loss: 1.0312... Generator Loss: 0.6214 Epoch 1/1... Discriminator Loss: 0.4111... Generator Loss: 10.3663 Epoch 1/1... Discriminator Loss: 0.3118... Generator Loss: 4.5986 Epoch 1/1... Discriminator Loss: 0.0939... Generator Loss: 4.8924 Epoch 1/1... Discriminator Loss: 1.6455... Generator Loss: 0.3019 Epoch 1/1... Discriminator Loss: 0.6327... Generator Loss: 5.3633 Epoch 1/1... Discriminator Loss: 0.3511... Generator Loss: 7.4956 Epoch 1/1... Discriminator Loss: 0.2613... Generator Loss: 2.1506 Epoch 1/1... Discriminator Loss: 0.4828... Generator Loss: 1.3615 Epoch 1/1... Discriminator Loss: 0.2030... Generator Loss: 5.9946 Epoch 1/1... Discriminator Loss: 0.4526... Generator Loss: 1.3638 Epoch 1/1... Discriminator Loss: 0.2723... Generator Loss: 4.8935 Epoch 1/1... Discriminator Loss: 0.2282... Generator Loss: 2.8720 Epoch 1/1... Discriminator Loss: 0.1526... Generator Loss: 2.7594 Epoch 1/1... Discriminator Loss: 0.8405... Generator Loss: 0.6773 Epoch 1/1... Discriminator Loss: 0.4260... Generator Loss: 7.9479 Epoch 1/1... Discriminator Loss: 0.3753... Generator Loss: 1.7554 Epoch 1/1... Discriminator Loss: 0.1591... Generator Loss: 3.6848 Epoch 1/1... Discriminator Loss: 0.0925... Generator Loss: 5.2111 Epoch 1/1... Discriminator Loss: 0.5467... Generator Loss: 1.0519 Epoch 1/1... Discriminator Loss: 0.1540... Generator Loss: 5.7158 Epoch 1/1... Discriminator Loss: 0.3794... Generator Loss: 1.6676 Epoch 1/1... Discriminator Loss: 0.1925... Generator Loss: 5.2671 Epoch 1/1... Discriminator Loss: 0.1503... Generator Loss: 3.6065 Epoch 1/1... Discriminator Loss: 1.1466... Generator Loss: 0.5659 Epoch 1/1... Discriminator Loss: 0.5466... Generator Loss: 4.9450 Epoch 1/1... Discriminator Loss: 0.2972... Generator Loss: 2.8734 Epoch 1/1... Discriminator Loss: 0.1107... Generator Loss: 4.3560 Epoch 1/1... Discriminator Loss: 0.7278... Generator Loss: 0.7725 Epoch 1/1... Discriminator Loss: 0.2067... Generator Loss: 5.2084 Epoch 1/1... Discriminator Loss: 0.3182... Generator Loss: 2.6593 Epoch 1/1... Discriminator Loss: 0.1811... Generator Loss: 3.7781 Epoch 1/1... Discriminator Loss: 0.3422... Generator Loss: 1.7632 Epoch 1/1... Discriminator Loss: 0.1850... Generator Loss: 4.1582 Epoch 1/1... Discriminator Loss: 0.2881... Generator Loss: 2.0016 Epoch 1/1... Discriminator Loss: 0.1300... Generator Loss: 4.1413 Epoch 1/1... Discriminator Loss: 0.7947... Generator Loss: 0.7392 Epoch 1/1... Discriminator Loss: 0.5517... Generator Loss: 6.0460 Epoch 1/1... Discriminator Loss: 0.7885... Generator Loss: 0.8420 Epoch 1/1... Discriminator Loss: 0.3866... Generator Loss: 5.5761 Epoch 1/1... Discriminator Loss: 0.1750... Generator Loss: 6.8971 Epoch 1/1... Discriminator Loss: 0.9158... Generator Loss: 0.7410 Epoch 1/1... Discriminator Loss: 0.4485... Generator Loss: 5.7437 Epoch 1/1... Discriminator Loss: 0.2017... Generator Loss: 5.0753 Epoch 1/1... Discriminator Loss: 0.2741... Generator Loss: 1.8205 Epoch 1/1... Discriminator Loss: 0.1085... Generator Loss: 4.0704 Epoch 1/1... Discriminator Loss: 1.2589... Generator Loss: 0.4078 Epoch 1/1... Discriminator Loss: 0.9581... Generator Loss: 3.8438 Epoch 1/1... Discriminator Loss: 0.2838... Generator Loss: 2.9904 Epoch 1/1... Discriminator Loss: 0.1076... Generator Loss: 3.3520 Epoch 1/1... Discriminator Loss: 1.4135... Generator Loss: 0.4383 Epoch 1/1... Discriminator Loss: 0.4215... Generator Loss: 6.0440 Epoch 1/1... Discriminator Loss: 0.5496... Generator Loss: 2.1863 Epoch 1/1... Discriminator Loss: 0.2719... Generator Loss: 4.3176 Epoch 1/1... Discriminator Loss: 0.2692... Generator Loss: 2.2533 Epoch 1/1... Discriminator Loss: 0.2519... Generator Loss: 2.1735 Epoch 1/1... Discriminator Loss: 0.5544... Generator Loss: 1.1324 Epoch 1/1... Discriminator Loss: 0.3450... Generator Loss: 6.3768 Epoch 1/1... Discriminator Loss: 0.4901... Generator Loss: 1.6030 Epoch 1/1... Discriminator Loss: 0.2502... Generator Loss: 4.4346 Epoch 1/1... Discriminator Loss: 0.5331... Generator Loss: 1.1347 Epoch 1/1... Discriminator Loss: 0.4004... Generator Loss: 2.2888 Epoch 1/1... Discriminator Loss: 0.2484... Generator Loss: 4.6855 Epoch 1/1... Discriminator Loss: 0.2157... Generator Loss: 2.1320
Epoch 1/1... Discriminator Loss: 0.0966... Generator Loss: 4.1650 Epoch 1/1... Discriminator Loss: 0.9776... Generator Loss: 0.5933 Epoch 1/1... Discriminator Loss: 0.3693... Generator Loss: 3.8917 Epoch 1/1... Discriminator Loss: 0.3593... Generator Loss: 3.7700 Epoch 1/1... Discriminator Loss: 0.3698... Generator Loss: 1.8815 Epoch 1/1... Discriminator Loss: 0.1707... Generator Loss: 3.5418 Epoch 1/1... Discriminator Loss: 0.1941... Generator Loss: 2.7597 Epoch 1/1... Discriminator Loss: 0.0855... Generator Loss: 5.5850 Epoch 1/1... Discriminator Loss: 1.1422... Generator Loss: 0.4546 Epoch 1/1... Discriminator Loss: 0.6791... Generator Loss: 10.6934 Epoch 1/1... Discriminator Loss: 0.3133... Generator Loss: 2.1702 Epoch 1/1... Discriminator Loss: 0.1532... Generator Loss: 4.8826 Epoch 1/1... Discriminator Loss: 0.9812... Generator Loss: 0.5639 Epoch 1/1... Discriminator Loss: 0.4487... Generator Loss: 6.0500 Epoch 1/1... Discriminator Loss: 0.5816... Generator Loss: 1.2096 Epoch 1/1... Discriminator Loss: 0.3078... Generator Loss: 2.8478 Epoch 1/1... Discriminator Loss: 0.3267... Generator Loss: 2.3664 Epoch 1/1... Discriminator Loss: 0.1162... Generator Loss: 6.1740 Epoch 1/1... Discriminator Loss: 0.3745... Generator Loss: 1.4458 Epoch 1/1... Discriminator Loss: 0.2001... Generator Loss: 4.6796 Epoch 1/1... Discriminator Loss: 0.5801... Generator Loss: 1.1151 Epoch 1/1... Discriminator Loss: 0.4169... Generator Loss: 3.9036 Epoch 1/1... Discriminator Loss: 0.1361... Generator Loss: 5.4780 Epoch 1/1... Discriminator Loss: 1.0103... Generator Loss: 0.6223 Epoch 1/1... Discriminator Loss: 0.4846... Generator Loss: 7.7277 Epoch 1/1... Discriminator Loss: 0.3640... Generator Loss: 2.6506 Epoch 1/1... Discriminator Loss: 0.1149... Generator Loss: 7.4932 Epoch 1/1... Discriminator Loss: 0.2799... Generator Loss: 1.7118 Epoch 1/1... Discriminator Loss: 0.1941... Generator Loss: 2.6026 Epoch 1/1... Discriminator Loss: 0.1512... Generator Loss: 3.3986 Epoch 1/1... Discriminator Loss: 0.2194... Generator Loss: 2.4849 Epoch 1/1... Discriminator Loss: 0.1164... Generator Loss: 5.6776 Epoch 1/1... Discriminator Loss: 1.5246... Generator Loss: 0.3424 Epoch 1/1... Discriminator Loss: 1.0780... Generator Loss: 11.7351 Epoch 1/1... Discriminator Loss: 0.2739... Generator Loss: 2.4534 Epoch 1/1... Discriminator Loss: 0.0783... Generator Loss: 4.5046 Epoch 1/1... Discriminator Loss: 1.4864... Generator Loss: 0.3618 Epoch 1/1... Discriminator Loss: 0.4606... Generator Loss: 5.0293 Epoch 1/1... Discriminator Loss: 0.4302... Generator Loss: 4.9908 Epoch 1/1... Discriminator Loss: 0.5601... Generator Loss: 1.8628 Epoch 1/1... Discriminator Loss: 0.1914... Generator Loss: 4.1499 Epoch 1/1... Discriminator Loss: 0.1165... Generator Loss: 6.2720 Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 0.5164 Epoch 1/1... Discriminator Loss: 0.4572... Generator Loss: 4.2232 Epoch 1/1... Discriminator Loss: 0.2335... Generator Loss: 6.2319 Epoch 1/1... Discriminator Loss: 0.6775... Generator Loss: 1.0160 Epoch 1/1... Discriminator Loss: 0.2464... Generator Loss: 3.7563 Epoch 1/1... Discriminator Loss: 0.1747... Generator Loss: 8.0609 Epoch 1/1... Discriminator Loss: 0.3159... Generator Loss: 1.8367 Epoch 1/1... Discriminator Loss: 0.1068... Generator Loss: 7.4645 Epoch 1/1... Discriminator Loss: 0.4856... Generator Loss: 1.1648 Epoch 1/1... Discriminator Loss: 0.3445... Generator Loss: 8.6498 Epoch 1/1... Discriminator Loss: 0.5025... Generator Loss: 1.4028 Epoch 1/1... Discriminator Loss: 0.2193... Generator Loss: 5.6897 Epoch 1/1... Discriminator Loss: 0.2063... Generator Loss: 2.6984 Epoch 1/1... Discriminator Loss: 0.1730... Generator Loss: 2.9400 Epoch 1/1... Discriminator Loss: 0.0999... Generator Loss: 4.2703 Epoch 1/1... Discriminator Loss: 0.6698... Generator Loss: 0.8855 Epoch 1/1... Discriminator Loss: 0.5676... Generator Loss: 8.1857 Epoch 1/1... Discriminator Loss: 0.4292... Generator Loss: 1.8466 Epoch 1/1... Discriminator Loss: 0.2862... Generator Loss: 2.1380 Epoch 1/1... Discriminator Loss: 0.1272... Generator Loss: 4.6782 Epoch 1/1... Discriminator Loss: 0.2926... Generator Loss: 1.6901 Epoch 1/1... Discriminator Loss: 0.1003... Generator Loss: 6.4525 Epoch 1/1... Discriminator Loss: 0.5829... Generator Loss: 0.9649 Epoch 1/1... Discriminator Loss: 0.2389... Generator Loss: 5.8901 Epoch 1/1... Discriminator Loss: 0.2151... Generator Loss: 3.3194 Epoch 1/1... Discriminator Loss: 0.1318... Generator Loss: 3.8178 Epoch 1/1... Discriminator Loss: 0.0858... Generator Loss: 4.6036 Epoch 1/1... Discriminator Loss: 1.7661... Generator Loss: 0.2159 Epoch 1/1... Discriminator Loss: 0.9181... Generator Loss: 8.1938 Epoch 1/1... Discriminator Loss: 0.3027... Generator Loss: 5.0771 Epoch 1/1... Discriminator Loss: 0.4549... Generator Loss: 1.5858 Epoch 1/1... Discriminator Loss: 0.1450... Generator Loss: 4.2257 Epoch 1/1... Discriminator Loss: 0.3100... Generator Loss: 1.6904 Epoch 1/1... Discriminator Loss: 0.1518... Generator Loss: 4.9486 Epoch 1/1... Discriminator Loss: 0.2976... Generator Loss: 2.1086 Epoch 1/1... Discriminator Loss: 0.2014... Generator Loss: 3.6463 Epoch 1/1... Discriminator Loss: 0.1887... Generator Loss: 2.9754 Epoch 1/1... Discriminator Loss: 0.1058... Generator Loss: 5.3358 Epoch 1/1... Discriminator Loss: 2.0558... Generator Loss: 0.1741 Epoch 1/1... Discriminator Loss: 1.1362... Generator Loss: 9.7897 Epoch 1/1... Discriminator Loss: 0.2457... Generator Loss: 8.2098 Epoch 1/1... Discriminator Loss: 0.4951... Generator Loss: 1.3987 Epoch 1/1... Discriminator Loss: 0.1254... Generator Loss: 8.1077 Epoch 1/1... Discriminator Loss: 0.3523... Generator Loss: 1.7142 Epoch 1/1... Discriminator Loss: 0.1020... Generator Loss: 5.8492 Epoch 1/1... Discriminator Loss: 0.4402... Generator Loss: 1.5153 Epoch 1/1... Discriminator Loss: 0.3150... Generator Loss: 3.3333 Epoch 1/1... Discriminator Loss: 0.2451... Generator Loss: 3.4361 Epoch 1/1... Discriminator Loss: 0.1888... Generator Loss: 2.9235 Epoch 1/1... Discriminator Loss: 0.1047... Generator Loss: 5.1993 Epoch 1/1... Discriminator Loss: 2.0275... Generator Loss: 0.1764 Epoch 1/1... Discriminator Loss: 1.5695... Generator Loss: 11.3186 Epoch 1/1... Discriminator Loss: 0.2399... Generator Loss: 4.6658 Epoch 1/1... Discriminator Loss: 0.1499... Generator Loss: 2.8674 Epoch 1/1... Discriminator Loss: 0.1148... Generator Loss: 3.5008 Epoch 1/1... Discriminator Loss: 0.4980... Generator Loss: 1.1930 Epoch 1/1... Discriminator Loss: 0.1456... Generator Loss: 3.9734 Epoch 1/1... Discriminator Loss: 0.1875... Generator Loss: 5.0673
Epoch 1/1... Discriminator Loss: 0.1386... Generator Loss: 4.1818 Epoch 1/1... Discriminator Loss: 0.0823... Generator Loss: 4.3630 Epoch 1/1... Discriminator Loss: 0.9752... Generator Loss: 0.6711 Epoch 1/1... Discriminator Loss: 0.4312... Generator Loss: 5.3089 Epoch 1/1... Discriminator Loss: 0.3189... Generator Loss: 5.5479 Epoch 1/1... Discriminator Loss: 0.0950... Generator Loss: 5.1029 Epoch 1/1... Discriminator Loss: 1.2852... Generator Loss: 0.4355 Epoch 1/1... Discriminator Loss: 0.4515... Generator Loss: 3.5652 Epoch 1/1... Discriminator Loss: 0.3457... Generator Loss: 6.6551 Epoch 1/1... Discriminator Loss: 0.1372... Generator Loss: 4.4869 Epoch 1/1... Discriminator Loss: 0.6410... Generator Loss: 0.9622 Epoch 1/1... Discriminator Loss: 0.2111... Generator Loss: 3.8094 Epoch 1/1... Discriminator Loss: 0.2089... Generator Loss: 3.3470 Epoch 1/1... Discriminator Loss: 0.1147... Generator Loss: 6.2342 Epoch 1/1... Discriminator Loss: 0.9306... Generator Loss: 0.6375 Epoch 1/1... Discriminator Loss: 0.5435... Generator Loss: 6.7971 Epoch 1/1... Discriminator Loss: 0.2685... Generator Loss: 6.7496 Epoch 1/1... Discriminator Loss: 0.7587... Generator Loss: 0.8822 Epoch 1/1... Discriminator Loss: 0.4132... Generator Loss: 2.9828 Epoch 1/1... Discriminator Loss: 0.2110... Generator Loss: 5.7233 Epoch 1/1... Discriminator Loss: 0.2219... Generator Loss: 2.6649 Epoch 1/1... Discriminator Loss: 0.1175... Generator Loss: 3.6671 Epoch 1/1... Discriminator Loss: 0.9126... Generator Loss: 0.6817 Epoch 1/1... Discriminator Loss: 0.3000... Generator Loss: 5.6309 Epoch 1/1... Discriminator Loss: 0.3658... Generator Loss: 3.4163 Epoch 1/1... Discriminator Loss: 0.1601... Generator Loss: 6.2047 Epoch 1/1... Discriminator Loss: 0.5141... Generator Loss: 1.2875 Epoch 1/1... Discriminator Loss: 0.1974... Generator Loss: 3.5413 Epoch 1/1... Discriminator Loss: 0.1933... Generator Loss: 4.7766 Epoch 1/1... Discriminator Loss: 0.2064... Generator Loss: 2.2978 Epoch 1/1... Discriminator Loss: 0.0929... Generator Loss: 4.9015 Epoch 1/1... Discriminator Loss: 1.2497... Generator Loss: 0.4254 Epoch 1/1... Discriminator Loss: 0.7122... Generator Loss: 9.0683 Epoch 1/1... Discriminator Loss: 0.2230... Generator Loss: 4.0175 Epoch 1/1... Discriminator Loss: 0.2093... Generator Loss: 2.5417 Epoch 1/1... Discriminator Loss: 0.1976... Generator Loss: 2.4810 Epoch 1/1... Discriminator Loss: 0.2497... Generator Loss: 1.9249 Epoch 1/1... Discriminator Loss: 0.1162... Generator Loss: 7.1064 Epoch 1/1... Discriminator Loss: 0.5200... Generator Loss: 1.1713 Epoch 1/1... Discriminator Loss: 0.2856... Generator Loss: 11.1738 Epoch 1/1... Discriminator Loss: 0.2082... Generator Loss: 3.6376 Epoch 1/1... Discriminator Loss: 0.1004... Generator Loss: 7.7220 Epoch 1/1... Discriminator Loss: 0.2643... Generator Loss: 2.0126 Epoch 1/1... Discriminator Loss: 0.0723... Generator Loss: 5.8542 Epoch 1/1... Discriminator Loss: 0.8858... Generator Loss: 0.6757 Epoch 1/1... Discriminator Loss: 0.9341... Generator Loss: 8.0519 Epoch 1/1... Discriminator Loss: 0.3284... Generator Loss: 2.2061 Epoch 1/1... Discriminator Loss: 0.1330... Generator Loss: 3.7023 Epoch 1/1... Discriminator Loss: 0.0871... Generator Loss: 5.6469 Epoch 1/1... Discriminator Loss: 1.3125... Generator Loss: 0.4038 Epoch 1/1... Discriminator Loss: 0.6280... Generator Loss: 6.2357 Epoch 1/1... Discriminator Loss: 0.3027... Generator Loss: 4.5717 Epoch 1/1... Discriminator Loss: 0.2985... Generator Loss: 2.1719 Epoch 1/1... Discriminator Loss: 0.1103... Generator Loss: 6.6455 Epoch 1/1... Discriminator Loss: 0.6903... Generator Loss: 0.9351 Epoch 1/1... Discriminator Loss: 0.3106... Generator Loss: 9.1316 Epoch 1/1... Discriminator Loss: 0.2252... Generator Loss: 4.0703 Epoch 1/1... Discriminator Loss: 0.1579... Generator Loss: 2.7934 Epoch 1/1... Discriminator Loss: 0.0860... Generator Loss: 5.6827 Epoch 1/1... Discriminator Loss: 0.4270... Generator Loss: 1.2513 Epoch 1/1... Discriminator Loss: 0.1661... Generator Loss: 3.7808 Epoch 1/1... Discriminator Loss: 0.1737... Generator Loss: 5.7582 Epoch 1/1... Discriminator Loss: 0.2180... Generator Loss: 2.4380 Epoch 1/1... Discriminator Loss: 0.1119... Generator Loss: 5.0784 Epoch 1/1... Discriminator Loss: 0.5506... Generator Loss: 1.1678 Epoch 1/1... Discriminator Loss: 0.3888... Generator Loss: 6.2428 Epoch 1/1... Discriminator Loss: 0.5216... Generator Loss: 1.4646 Epoch 1/1... Discriminator Loss: 0.3007... Generator Loss: 4.2308 Epoch 1/1... Discriminator Loss: 0.1582... Generator Loss: 5.3570 Epoch 1/1... Discriminator Loss: 0.2611... Generator Loss: 1.9168 Epoch 1/1... Discriminator Loss: 0.1057... Generator Loss: 3.8678 Epoch 1/1... Discriminator Loss: 0.0935... Generator Loss: 4.8481 Epoch 1/1... Discriminator Loss: 0.4458... Generator Loss: 1.3081 Epoch 1/1... Discriminator Loss: 0.1743... Generator Loss: 6.6316 Epoch 1/1... Discriminator Loss: 0.4660... Generator Loss: 1.4320 Epoch 1/1... Discriminator Loss: 0.2025... Generator Loss: 5.8763 Epoch 1/1... Discriminator Loss: 0.5109... Generator Loss: 1.2348 Epoch 1/1... Discriminator Loss: 0.2638... Generator Loss: 4.2052 Epoch 1/1... Discriminator Loss: 0.1879... Generator Loss: 2.8754 Epoch 1/1... Discriminator Loss: 0.0949... Generator Loss: 5.2793 Epoch 1/1... Discriminator Loss: 0.3968... Generator Loss: 1.3178 Epoch 1/1... Discriminator Loss: 0.1277... Generator Loss: 6.4937 Epoch 1/1... Discriminator Loss: 0.3675... Generator Loss: 1.8263 Epoch 1/1... Discriminator Loss: 0.1891... Generator Loss: 7.0030 Epoch 1/1... Discriminator Loss: 0.2512... Generator Loss: 2.2125 Epoch 1/1... Discriminator Loss: 0.0819... Generator Loss: 6.4493 Epoch 1/1... Discriminator Loss: 0.1280... Generator Loss: 4.1205 Epoch 1/1... Discriminator Loss: 0.6427... Generator Loss: 0.9508 Epoch 1/1... Discriminator Loss: 0.4280... Generator Loss: 9.9150 Epoch 1/1... Discriminator Loss: 0.2373... Generator Loss: 3.8886 Epoch 1/1... Discriminator Loss: 0.0642... Generator Loss: 6.4223 Epoch 1/1... Discriminator Loss: 0.3536... Generator Loss: 1.3905 Epoch 1/1... Discriminator Loss: 0.1643... Generator Loss: 2.7308 Epoch 1/1... Discriminator Loss: 0.1378... Generator Loss: 4.0550 Epoch 1/1... Discriminator Loss: 0.2002... Generator Loss: 2.5976 Epoch 1/1... Discriminator Loss: 0.1244... Generator Loss: 7.4579 Epoch 1/1... Discriminator Loss: 0.6274... Generator Loss: 0.9478 Epoch 1/1... Discriminator Loss: 0.5310... Generator Loss: 10.0283 Epoch 1/1... Discriminator Loss: 0.1901... Generator Loss: 4.6248 Epoch 1/1... Discriminator Loss: 0.1763... Generator Loss: 2.7518
Epoch 1/1... Discriminator Loss: 0.0375... Generator Loss: 5.7757 Epoch 1/1... Discriminator Loss: 0.5000... Generator Loss: 1.0761 Epoch 1/1... Discriminator Loss: 0.1241... Generator Loss: 5.4305 Epoch 1/1... Discriminator Loss: 0.2032... Generator Loss: 3.2903 Epoch 1/1... Discriminator Loss: 0.1245... Generator Loss: 6.3559 Epoch 1/1... Discriminator Loss: 0.2262... Generator Loss: 2.0954 Epoch 1/1... Discriminator Loss: 0.0977... Generator Loss: 4.9870 Epoch 1/1... Discriminator Loss: 0.5496... Generator Loss: 1.0328 Epoch 1/1... Discriminator Loss: 0.3839... Generator Loss: 4.2687 Epoch 1/1... Discriminator Loss: 0.1837... Generator Loss: 5.2367 Epoch 1/1... Discriminator Loss: 0.0955... Generator Loss: 4.6270 Epoch 1/1... Discriminator Loss: 1.0316... Generator Loss: 0.5587 Epoch 1/1... Discriminator Loss: 0.5587... Generator Loss: 9.6411 Epoch 1/1... Discriminator Loss: 0.3519... Generator Loss: 2.9725 Epoch 1/1... Discriminator Loss: 0.0989... Generator Loss: 5.3459 Epoch 1/1... Discriminator Loss: 0.1082... Generator Loss: 3.5433 Epoch 1/1... Discriminator Loss: 0.1683... Generator Loss: 2.7659 Epoch 1/1... Discriminator Loss: 0.0826... Generator Loss: 4.8514 Epoch 1/1... Discriminator Loss: 0.2585... Generator Loss: 1.8979 Epoch 1/1... Discriminator Loss: 0.1436... Generator Loss: 7.4102 Epoch 1/1... Discriminator Loss: 0.3482... Generator Loss: 1.6679 Epoch 1/1... Discriminator Loss: 0.1890... Generator Loss: 8.5132 Epoch 1/1... Discriminator Loss: 0.1625... Generator Loss: 3.3983 Epoch 1/1... Discriminator Loss: 0.0706... Generator Loss: 4.7319 Epoch 1/1... Discriminator Loss: 0.9448... Generator Loss: 0.6481 Epoch 1/1... Discriminator Loss: 0.4505... Generator Loss: 7.1443 Epoch 1/1... Discriminator Loss: 0.2731... Generator Loss: 5.4160 Epoch 1/1... Discriminator Loss: 0.1103... Generator Loss: 4.6473 Epoch 1/1... Discriminator Loss: 0.3016... Generator Loss: 1.6728 Epoch 1/1... Discriminator Loss: 0.0818... Generator Loss: 6.4008 Epoch 1/1... Discriminator Loss: 1.1016... Generator Loss: 0.5119 Epoch 1/1... Discriminator Loss: 0.7694... Generator Loss: 9.6014 Epoch 1/1... Discriminator Loss: 0.1249... Generator Loss: 4.1656 Epoch 1/1... Discriminator Loss: 0.6703... Generator Loss: 1.3227 Epoch 1/1... Discriminator Loss: 0.1833... Generator Loss: 3.3559 Epoch 1/1... Discriminator Loss: 0.1742... Generator Loss: 3.6202 Epoch 1/1... Discriminator Loss: 0.0692... Generator Loss: 7.5202 Epoch 1/1... Discriminator Loss: 1.2425... Generator Loss: 0.5395 Epoch 1/1... Discriminator Loss: 0.4060... Generator Loss: 9.2155 Epoch 1/1... Discriminator Loss: 0.2370... Generator Loss: 4.7612 Epoch 1/1... Discriminator Loss: 0.2696... Generator Loss: 2.0671 Epoch 1/1... Discriminator Loss: 0.0819... Generator Loss: 6.2899 Epoch 1/1... Discriminator Loss: 0.3762... Generator Loss: 1.6623 Epoch 1/1... Discriminator Loss: 0.2383... Generator Loss: 6.2843 Epoch 1/1... Discriminator Loss: 0.2796... Generator Loss: 2.6927 Epoch 1/1... Discriminator Loss: 0.1728... Generator Loss: 4.8587 Epoch 1/1... Discriminator Loss: 0.1300... Generator Loss: 5.7833 Epoch 1/1... Discriminator Loss: 0.1888... Generator Loss: 2.5878 Epoch 1/1... Discriminator Loss: 0.1039... Generator Loss: 4.4780 Epoch 1/1... Discriminator Loss: 0.2199... Generator Loss: 2.2178 Epoch 1/1... Discriminator Loss: 0.1217... Generator Loss: 6.0634 Epoch 1/1... Discriminator Loss: 0.4420... Generator Loss: 1.4477 Epoch 1/1... Discriminator Loss: 0.4796... Generator Loss: 7.5370 Epoch 1/1... Discriminator Loss: 0.1831... Generator Loss: 4.0948 Epoch 1/1... Discriminator Loss: 0.2927... Generator Loss: 2.5352 Epoch 1/1... Discriminator Loss: 0.1385... Generator Loss: 3.8912 Epoch 1/1... Discriminator Loss: 0.1007... Generator Loss: 5.5740 Epoch 1/1... Discriminator Loss: 1.1633... Generator Loss: 0.4452 Epoch 1/1... Discriminator Loss: 0.9493... Generator Loss: 9.9319 Epoch 1/1... Discriminator Loss: 0.2874... Generator Loss: 2.7568 Epoch 1/1... Discriminator Loss: 0.0864... Generator Loss: 5.3856 Epoch 1/1... Discriminator Loss: 0.0967... Generator Loss: 3.0400 Epoch 1/1... Discriminator Loss: 0.1148... Generator Loss: 3.4132 Epoch 1/1... Discriminator Loss: 0.0926... Generator Loss: 4.4623 Epoch 1/1... Discriminator Loss: 0.6243... Generator Loss: 1.0112 Epoch 1/1... Discriminator Loss: 0.5820... Generator Loss: 6.3841 Epoch 1/1... Discriminator Loss: 0.2007... Generator Loss: 7.0761 Epoch 1/1... Discriminator Loss: 0.9079... Generator Loss: 0.7656 Epoch 1/1... Discriminator Loss: 0.3845... Generator Loss: 8.2312 Epoch 1/1... Discriminator Loss: 0.2264... Generator Loss: 4.4311 Epoch 1/1... Discriminator Loss: 0.3300... Generator Loss: 1.7978 Epoch 1/1... Discriminator Loss: 0.1097... Generator Loss: 7.0680 Epoch 1/1... Discriminator Loss: 0.1020... Generator Loss: 4.1703 Epoch 1/1... Discriminator Loss: 0.0842... Generator Loss: 6.8836 Epoch 1/1... Discriminator Loss: 0.5879... Generator Loss: 0.9606 Epoch 1/1... Discriminator Loss: 0.5290... Generator Loss: 5.4804 Epoch 1/1... Discriminator Loss: 0.2350... Generator Loss: 4.8375 Epoch 1/1... Discriminator Loss: 0.2588... Generator Loss: 1.9670 Epoch 1/1... Discriminator Loss: 0.3834... Generator Loss: 1.5158 Epoch 1/1... Discriminator Loss: 0.1681... Generator Loss: 8.5754 Epoch 1/1... Discriminator Loss: 0.3294... Generator Loss: 2.0054 Epoch 1/1... Discriminator Loss: 0.1252... Generator Loss: 6.1981 Epoch 1/1... Discriminator Loss: 0.1253... Generator Loss: 3.2217 Epoch 1/1... Discriminator Loss: 0.0551... Generator Loss: 5.4938 Epoch 1/1... Discriminator Loss: 2.0180... Generator Loss: 0.1706 Epoch 1/1... Discriminator Loss: 1.3899... Generator Loss: 8.0945 Epoch 1/1... Discriminator Loss: 0.2064... Generator Loss: 4.5256 Epoch 1/1... Discriminator Loss: 0.3174... Generator Loss: 2.7474 Epoch 1/1... Discriminator Loss: 0.5482... Generator Loss: 1.3410 Epoch 1/1... Discriminator Loss: 0.3708... Generator Loss: 7.1645 Epoch 1/1... Discriminator Loss: 0.5253... Generator Loss: 1.5522 Epoch 1/1... Discriminator Loss: 0.1943... Generator Loss: 8.7934 Epoch 1/1... Discriminator Loss: 0.1908... Generator Loss: 3.5004 Epoch 1/1... Discriminator Loss: 0.1001... Generator Loss: 6.5678 Epoch 1/1... Discriminator Loss: 0.1555... Generator Loss: 2.6223 Epoch 1/1... Discriminator Loss: 0.1225... Generator Loss: 2.8450 Epoch 1/1... Discriminator Loss: 0.2459... Generator Loss: 2.4936 Epoch 1/1... Discriminator Loss: 0.1691... Generator Loss: 5.0846 Epoch 1/1... Discriminator Loss: 0.6867... Generator Loss: 0.9095 Epoch 1/1... Discriminator Loss: 1.2738... Generator Loss: 8.1579
Epoch 1/1... Discriminator Loss: 0.2544... Generator Loss: 3.1721 Epoch 1/1... Discriminator Loss: 0.8290... Generator Loss: 0.8240 Epoch 1/1... Discriminator Loss: 0.7180... Generator Loss: 4.9462 Epoch 1/1... Discriminator Loss: 0.1428... Generator Loss: 3.2610 Epoch 1/1... Discriminator Loss: 0.4736... Generator Loss: 1.4693 Epoch 1/1... Discriminator Loss: 0.1013... Generator Loss: 6.6698 Epoch 1/1... Discriminator Loss: 0.4495... Generator Loss: 1.8536 Epoch 1/1... Discriminator Loss: 0.2778... Generator Loss: 6.0040 Epoch 1/1... Discriminator Loss: 0.1358... Generator Loss: 5.6586 Epoch 1/1... Discriminator Loss: 0.0788... Generator Loss: 5.4533 Epoch 1/1... Discriminator Loss: 0.1642... Generator Loss: 3.4349 Epoch 1/1... Discriminator Loss: 0.1994... Generator Loss: 2.7921 Epoch 1/1... Discriminator Loss: 0.1506... Generator Loss: 9.4311 Epoch 1/1... Discriminator Loss: 0.2638... Generator Loss: 2.9784 Epoch 1/1... Discriminator Loss: 0.0820... Generator Loss: 11.7443 Epoch 1/1... Discriminator Loss: 0.0779... Generator Loss: 6.4422 Epoch 1/1... Discriminator Loss: 0.0566... Generator Loss: 4.1153 Epoch 1/1... Discriminator Loss: 1.7631... Generator Loss: 0.2790 Epoch 1/1... Discriminator Loss: 0.9383... Generator Loss: 7.7369 Epoch 1/1... Discriminator Loss: 0.4089... Generator Loss: 4.1881 Epoch 1/1... Discriminator Loss: 0.1780... Generator Loss: 4.4093 Epoch 1/1... Discriminator Loss: 0.0665... Generator Loss: 4.7044 Epoch 1/1... Discriminator Loss: 0.6311... Generator Loss: 1.0126 Epoch 1/1... Discriminator Loss: 0.1514... Generator Loss: 6.2193 Epoch 1/1... Discriminator Loss: 0.4933... Generator Loss: 1.6932 Epoch 1/1... Discriminator Loss: 0.3750... Generator Loss: 4.1582 Epoch 1/1... Discriminator Loss: 0.2139... Generator Loss: 3.3772 Epoch 1/1... Discriminator Loss: 0.0706... Generator Loss: 7.9009 Epoch 1/1... Discriminator Loss: 0.4461... Generator Loss: 2.0975 Epoch 1/1... Discriminator Loss: 0.0952... Generator Loss: 8.1299 Epoch 1/1... Discriminator Loss: 0.4522... Generator Loss: 1.5064 Epoch 1/1... Discriminator Loss: 0.4124... Generator Loss: 2.2892 Epoch 1/1... Discriminator Loss: 0.2729... Generator Loss: 4.7134 Epoch 1/1... Discriminator Loss: 0.1673... Generator Loss: 3.6660 Epoch 1/1... Discriminator Loss: 0.1127... Generator Loss: 4.6209 Epoch 1/1... Discriminator Loss: 0.1704... Generator Loss: 2.3345 Epoch 1/1... Discriminator Loss: 0.0953... Generator Loss: 4.9226 Epoch 1/1... Discriminator Loss: 0.4633... Generator Loss: 1.2765 Epoch 1/1... Discriminator Loss: 0.1964... Generator Loss: 8.6597 Epoch 1/1... Discriminator Loss: 0.1601... Generator Loss: 5.2341 Epoch 1/1... Discriminator Loss: 0.1068... Generator Loss: 4.2526 Epoch 1/1... Discriminator Loss: 0.0647... Generator Loss: 6.0742 Epoch 1/1... Discriminator Loss: 0.9112... Generator Loss: 0.9336 Epoch 1/1... Discriminator Loss: 0.2288... Generator Loss: 10.4975 Epoch 1/1... Discriminator Loss: 0.2689... Generator Loss: 4.2208 Epoch 1/1... Discriminator Loss: 0.1029... Generator Loss: 9.9552 Epoch 1/1... Discriminator Loss: 0.0815... Generator Loss: 5.0621 Epoch 1/1... Discriminator Loss: 0.1044... Generator Loss: 3.4380 Epoch 1/1... Discriminator Loss: 0.4834... Generator Loss: 1.4065 Epoch 1/1... Discriminator Loss: 0.1317... Generator Loss: 4.0964 Epoch 1/1... Discriminator Loss: 0.2247... Generator Loss: 3.3662 Epoch 1/1... Discriminator Loss: 0.1205... Generator Loss: 6.0502 Epoch 1/1... Discriminator Loss: 0.1428... Generator Loss: 3.6527 Epoch 1/1... Discriminator Loss: 0.6582... Generator Loss: 0.9888 Epoch 1/1... Discriminator Loss: 0.1882... Generator Loss: 7.6025 Epoch 1/1... Discriminator Loss: 0.3536... Generator Loss: 2.7264 Epoch 1/1... Discriminator Loss: 0.1243... Generator Loss: 9.0281 Epoch 1/1... Discriminator Loss: 0.7888... Generator Loss: 1.1913 Epoch 1/1... Discriminator Loss: 0.1755... Generator Loss: 11.3245 Epoch 1/1... Discriminator Loss: 0.1448... Generator Loss: 8.7802 Epoch 1/1... Discriminator Loss: 0.1114... Generator Loss: 4.0802 Epoch 1/1... Discriminator Loss: 0.1084... Generator Loss: 3.1478 Epoch 1/1... Discriminator Loss: 0.0562... Generator Loss: 5.4356 Epoch 1/1... Discriminator Loss: 0.5121... Generator Loss: 1.0833 Epoch 1/1... Discriminator Loss: 0.1548... Generator Loss: 6.7438 Epoch 1/1... Discriminator Loss: 0.2281... Generator Loss: 3.8270 Epoch 1/1... Discriminator Loss: 0.1129... Generator Loss: 5.6186 Epoch 1/1... Discriminator Loss: 0.1475... Generator Loss: 3.1967 Epoch 1/1... Discriminator Loss: 0.3362... Generator Loss: 1.8703 Epoch 1/1... Discriminator Loss: 0.1092... Generator Loss: 4.7584 Epoch 1/1... Discriminator Loss: 0.4090... Generator Loss: 1.4585 Epoch 1/1... Discriminator Loss: 0.1586... Generator Loss: 7.1305 Epoch 1/1... Discriminator Loss: 0.4752... Generator Loss: 1.4518 Epoch 1/1... Discriminator Loss: 0.1890... Generator Loss: 7.6797 Epoch 1/1... Discriminator Loss: 0.1967... Generator Loss: 4.0363 Epoch 1/1... Discriminator Loss: 0.2024... Generator Loss: 2.3484 Epoch 1/1... Discriminator Loss: 0.0739... Generator Loss: 6.8722 Epoch 1/1... Discriminator Loss: 0.4249... Generator Loss: 1.4654 Epoch 1/1... Discriminator Loss: 0.1397... Generator Loss: 7.7868 Epoch 1/1... Discriminator Loss: 0.2872... Generator Loss: 2.3176 Epoch 1/1... Discriminator Loss: 0.1100... Generator Loss: 8.1214 Epoch 1/1... Discriminator Loss: 0.4426... Generator Loss: 1.2726 Epoch 1/1... Discriminator Loss: 0.1703... Generator Loss: 5.9728 Epoch 1/1... Discriminator Loss: 0.3263... Generator Loss: 2.1536 Epoch 1/1... Discriminator Loss: 0.1391... Generator Loss: 7.4244 Epoch 1/1... Discriminator Loss: 0.2994... Generator Loss: 2.0825 Epoch 1/1... Discriminator Loss: 0.1263... Generator Loss: 5.8471 Epoch 1/1... Discriminator Loss: 0.2158... Generator Loss: 2.3709 Epoch 1/1... Discriminator Loss: 0.1003... Generator Loss: 4.8325 Epoch 1/1... Discriminator Loss: 0.0753... Generator Loss: 5.0872 Epoch 1/1... Discriminator Loss: 1.1294... Generator Loss: 0.5209 Epoch 1/1... Discriminator Loss: 0.7228... Generator Loss: 9.2695 Epoch 1/1... Discriminator Loss: 0.1453... Generator Loss: 3.2619 Epoch 1/1... Discriminator Loss: 0.1120... Generator Loss: 4.3279 Epoch 1/1... Discriminator Loss: 0.2958... Generator Loss: 2.0273 Epoch 1/1... Discriminator Loss: 0.1381... Generator Loss: 6.5904 Epoch 1/1... Discriminator Loss: 0.1958... Generator Loss: 2.9555 Epoch 1/1... Discriminator Loss: 0.1017... Generator Loss: 5.0117 Epoch 1/1... Discriminator Loss: 0.0960... Generator Loss: 4.1043 Epoch 1/1... Discriminator Loss: 0.0985... Generator Loss: 3.7908
Epoch 1/1... Discriminator Loss: 0.0784... Generator Loss: 4.4277 Epoch 1/1... Discriminator Loss: 0.5933... Generator Loss: 1.1194 Epoch 1/1... Discriminator Loss: 0.3089... Generator Loss: 11.1789 Epoch 1/1... Discriminator Loss: 0.1798... Generator Loss: 6.0192 Epoch 1/1... Discriminator Loss: 0.0683... Generator Loss: 5.8583 Epoch 1/1... Discriminator Loss: 0.0607... Generator Loss: 5.0200 Epoch 1/1... Discriminator Loss: 2.3020... Generator Loss: 0.1277 Epoch 1/1... Discriminator Loss: 1.4913... Generator Loss: 9.1509 Epoch 1/1... Discriminator Loss: 0.2064... Generator Loss: 10.9921 Epoch 1/1... Discriminator Loss: 0.1080... Generator Loss: 4.7959 Epoch 1/1... Discriminator Loss: 0.0386... Generator Loss: 9.4791 Epoch 1/1... Discriminator Loss: 0.5532... Generator Loss: 2.5883 Epoch 1/1... Discriminator Loss: 0.0723... Generator Loss: 10.1881 Epoch 1/1... Discriminator Loss: 0.1085... Generator Loss: 6.4215 Epoch 1/1... Discriminator Loss: 0.1025... Generator Loss: 4.4556 Epoch 1/1... Discriminator Loss: 0.3560... Generator Loss: 1.6183 Epoch 1/1... Discriminator Loss: 0.1915... Generator Loss: 5.4722 Epoch 1/1... Discriminator Loss: 0.2010... Generator Loss: 6.4425 Epoch 1/1... Discriminator Loss: 0.3240... Generator Loss: 1.7323 Epoch 1/1... Discriminator Loss: 0.1592... Generator Loss: 5.9620 Epoch 1/1... Discriminator Loss: 0.1494... Generator Loss: 3.5047 Epoch 1/1... Discriminator Loss: 0.0981... Generator Loss: 6.3363 Epoch 1/1... Discriminator Loss: 0.6955... Generator Loss: 1.2303 Epoch 1/1... Discriminator Loss: 0.3256... Generator Loss: 10.2047 Epoch 1/1... Discriminator Loss: 0.1869... Generator Loss: 4.9359 Epoch 1/1... Discriminator Loss: 0.0750... Generator Loss: 4.9112 Epoch 1/1... Discriminator Loss: 0.3406... Generator Loss: 1.7893 Epoch 1/1... Discriminator Loss: 0.2192... Generator Loss: 4.0953 Epoch 1/1... Discriminator Loss: 0.2517... Generator Loss: 4.3016 Epoch 1/1... Discriminator Loss: 0.1478... Generator Loss: 4.6281 Epoch 1/1... Discriminator Loss: 0.2108... Generator Loss: 2.7951 Epoch 1/1... Discriminator Loss: 0.0935... Generator Loss: 6.9471 Epoch 1/1... Discriminator Loss: 0.3434... Generator Loss: 2.2208 Epoch 1/1... Discriminator Loss: 0.1783... Generator Loss: 10.0307 Epoch 1/1... Discriminator Loss: 0.1349... Generator Loss: 4.8284 Epoch 1/1... Discriminator Loss: 0.0634... Generator Loss: 7.1613 Epoch 1/1... Discriminator Loss: 0.9569... Generator Loss: 0.5921 Epoch 1/1... Discriminator Loss: 0.4861... Generator Loss: 10.6031 Epoch 1/1... Discriminator Loss: 0.2357... Generator Loss: 7.0063 Epoch 1/1... Discriminator Loss: 0.1274... Generator Loss: 3.6167 Epoch 1/1... Discriminator Loss: 0.1329... Generator Loss: 2.6987 Epoch 1/1... Discriminator Loss: 0.5897... Generator Loss: 1.1283 Epoch 1/1... Discriminator Loss: 0.2781... Generator Loss: 6.7783 Epoch 1/1... Discriminator Loss: 0.2798... Generator Loss: 2.0230 Epoch 1/1... Discriminator Loss: 0.1718... Generator Loss: 2.7591 Epoch 1/1... Discriminator Loss: 0.3825... Generator Loss: 1.9025 Epoch 1/1... Discriminator Loss: 0.1672... Generator Loss: 6.5124 Epoch 1/1... Discriminator Loss: 0.2994... Generator Loss: 1.9087 Epoch 1/1... Discriminator Loss: 0.1424... Generator Loss: 7.1488 Epoch 1/1... Discriminator Loss: 0.3156... Generator Loss: 1.9728 Epoch 1/1... Discriminator Loss: 0.1337... Generator Loss: 5.3028 Epoch 1/1... Discriminator Loss: 0.1652... Generator Loss: 2.8405 Epoch 1/1... Discriminator Loss: 0.0926... Generator Loss: 6.7176 Epoch 1/1... Discriminator Loss: 0.0964... Generator Loss: 4.4648 Epoch 1/1... Discriminator Loss: 0.1902... Generator Loss: 3.4991 Epoch 1/1... Discriminator Loss: 0.1058... Generator Loss: 4.7393 Epoch 1/1... Discriminator Loss: 0.1018... Generator Loss: 4.9597 Epoch 1/1... Discriminator Loss: 0.6451... Generator Loss: 0.9176 Epoch 1/1... Discriminator Loss: 0.5819... Generator Loss: 11.1624 Epoch 1/1... Discriminator Loss: 0.3754... Generator Loss: 2.7964 Epoch 1/1... Discriminator Loss: 0.1142... Generator Loss: 10.0296 Epoch 1/1... Discriminator Loss: 0.1188... Generator Loss: 4.2872 Epoch 1/1... Discriminator Loss: 0.0438... Generator Loss: 7.7153 Epoch 1/1... Discriminator Loss: 0.3737... Generator Loss: 2.5154 Epoch 1/1... Discriminator Loss: 0.0698... Generator Loss: 9.5700 Epoch 1/1... Discriminator Loss: 0.0966... Generator Loss: 5.5836 Epoch 1/1... Discriminator Loss: 0.0648... Generator Loss: 8.4998 Epoch 1/1... Discriminator Loss: 0.2118... Generator Loss: 2.7517 Epoch 1/1... Discriminator Loss: 0.0633... Generator Loss: 8.3437 Epoch 1/1... Discriminator Loss: 0.1161... Generator Loss: 3.8921 Epoch 1/1... Discriminator Loss: 0.0566... Generator Loss: 6.0925 Epoch 1/1... Discriminator Loss: 1.1896... Generator Loss: 0.4271 Epoch 1/1... Discriminator Loss: 0.7363... Generator Loss: 9.9581 Epoch 1/1... Discriminator Loss: 0.2476... Generator Loss: 4.9961 Epoch 1/1... Discriminator Loss: 0.0667... Generator Loss: 7.3183 Epoch 1/1... Discriminator Loss: 0.3189... Generator Loss: 2.2119 Epoch 1/1... Discriminator Loss: 0.1336... Generator Loss: 3.4773 Epoch 1/1... Discriminator Loss: 0.0907... Generator Loss: 4.8727 Epoch 1/1... Discriminator Loss: 0.0801... Generator Loss: 6.0132 Epoch 1/1... Discriminator Loss: 0.7889... Generator Loss: 0.8760 Epoch 1/1... Discriminator Loss: 0.4004... Generator Loss: 10.3236 Epoch 1/1... Discriminator Loss: 0.1968... Generator Loss: 4.7439 Epoch 1/1... Discriminator Loss: 0.0729... Generator Loss: 6.6180 Epoch 1/1... Discriminator Loss: 0.2262... Generator Loss: 2.5741 Epoch 1/1... Discriminator Loss: 0.2117... Generator Loss: 2.6656 Epoch 1/1... Discriminator Loss: 0.1601... Generator Loss: 6.6928 Epoch 1/1... Discriminator Loss: 0.2772... Generator Loss: 2.8161 Epoch 1/1... Discriminator Loss: 0.1747... Generator Loss: 8.2559 Epoch 1/1... Discriminator Loss: 0.2965... Generator Loss: 2.0065 Epoch 1/1... Discriminator Loss: 0.1204... Generator Loss: 9.2046 Epoch 1/1... Discriminator Loss: 0.1031... Generator Loss: 6.3267 Epoch 1/1... Discriminator Loss: 0.1134... Generator Loss: 3.0779 Epoch 1/1... Discriminator Loss: 0.4510... Generator Loss: 1.4100 Epoch 1/1... Discriminator Loss: 0.1669... Generator Loss: 6.2394 Epoch 1/1... Discriminator Loss: 0.1655... Generator Loss: 5.1072 Epoch 1/1... Discriminator Loss: 0.1370... Generator Loss: 3.2259 Epoch 1/1... Discriminator Loss: 0.2011... Generator Loss: 2.9300 Epoch 1/1... Discriminator Loss: 0.0916... Generator Loss: 6.0166 Epoch 1/1... Discriminator Loss: 0.4971... Generator Loss: 1.5919 Epoch 1/1... Discriminator Loss: 0.1742... Generator Loss: 7.9709
Epoch 1/1... Discriminator Loss: 0.2085... Generator Loss: 3.1731 Epoch 1/1... Discriminator Loss: 0.1027... Generator Loss: 6.2547 Epoch 1/1... Discriminator Loss: 0.1814... Generator Loss: 3.3776 Epoch 1/1... Discriminator Loss: 0.0901... Generator Loss: 4.1162 Epoch 1/1... Discriminator Loss: 0.0639... Generator Loss: 5.6968 Epoch 1/1... Discriminator Loss: 1.2583... Generator Loss: 0.5384 Epoch 1/1... Discriminator Loss: 0.6723... Generator Loss: 11.8545 Epoch 1/1... Discriminator Loss: 0.2243... Generator Loss: 5.2355 Epoch 1/1... Discriminator Loss: 0.0793... Generator Loss: 6.9595 Epoch 1/1... Discriminator Loss: 1.3767... Generator Loss: 0.8001 Epoch 1/1... Discriminator Loss: 0.4963... Generator Loss: 7.5415 Epoch 1/1... Discriminator Loss: 0.1602... Generator Loss: 3.2900 Epoch 1/1... Discriminator Loss: 0.3073... Generator Loss: 2.4220 Epoch 1/1... Discriminator Loss: 0.2731... Generator Loss: 2.4047 Epoch 1/1... Discriminator Loss: 0.1399... Generator Loss: 5.6254 Epoch 1/1... Discriminator Loss: 0.1884... Generator Loss: 3.0801 Epoch 1/1... Discriminator Loss: 0.0895... Generator Loss: 5.7533 Epoch 1/1... Discriminator Loss: 0.9465... Generator Loss: 0.6772 Epoch 1/1... Discriminator Loss: 0.4937... Generator Loss: 10.6268 Epoch 1/1... Discriminator Loss: 0.2217... Generator Loss: 6.4561 Epoch 1/1... Discriminator Loss: 0.0941... Generator Loss: 4.2214 Epoch 1/1... Discriminator Loss: 0.0483... Generator Loss: 5.1697 Epoch 1/1... Discriminator Loss: 0.9241... Generator Loss: 0.6693 Epoch 1/1... Discriminator Loss: 0.3775... Generator Loss: 6.4593 Epoch 1/1... Discriminator Loss: 0.2662... Generator Loss: 4.7680 Epoch 1/1... Discriminator Loss: 0.2397... Generator Loss: 2.6269 Epoch 1/1... Discriminator Loss: 0.0789... Generator Loss: 6.3817 Epoch 1/1... Discriminator Loss: 0.1755... Generator Loss: 2.5153 Epoch 1/1... Discriminator Loss: 0.1342... Generator Loss: 3.3439 Epoch 1/1... Discriminator Loss: 0.0761... Generator Loss: 5.5327 Epoch 1/1... Discriminator Loss: 0.2035... Generator Loss: 2.2323 Epoch 1/1... Discriminator Loss: 0.0748... Generator Loss: 9.5103 Epoch 1/1... Discriminator Loss: 0.0891... Generator Loss: 5.9982 Epoch 1/1... Discriminator Loss: 0.1300... Generator Loss: 2.6213 Epoch 1/1... Discriminator Loss: 0.9715... Generator Loss: 0.5991 Epoch 1/1... Discriminator Loss: 0.6508... Generator Loss: 5.9685 Epoch 1/1... Discriminator Loss: 0.1919... Generator Loss: 10.3391 Epoch 1/1... Discriminator Loss: 0.5206... Generator Loss: 1.8417 Epoch 1/1... Discriminator Loss: 0.2013... Generator Loss: 9.1407 Epoch 1/1... Discriminator Loss: 0.1903... Generator Loss: 3.6679 Epoch 1/1... Discriminator Loss: 0.0650... Generator Loss: 7.1425 Epoch 1/1... Discriminator Loss: 0.6597... Generator Loss: 0.9908 Epoch 1/1... Discriminator Loss: 0.2372... Generator Loss: 4.2905 Epoch 1/1... Discriminator Loss: 0.3114... Generator Loss: 3.4675 Epoch 1/1... Discriminator Loss: 0.1733... Generator Loss: 3.7890 Epoch 1/1... Discriminator Loss: 0.3442... Generator Loss: 2.2667 Epoch 1/1... Discriminator Loss: 0.1318... Generator Loss: 9.8083 Epoch 1/1... Discriminator Loss: 0.1188... Generator Loss: 3.9201 Epoch 1/1... Discriminator Loss: 0.0703... Generator Loss: 9.4905 Epoch 1/1... Discriminator Loss: 0.0975... Generator Loss: 4.0365 Epoch 1/1... Discriminator Loss: 0.0594... Generator Loss: 6.3988 Epoch 1/1... Discriminator Loss: 1.9075... Generator Loss: 0.2574 Epoch 1/1... Discriminator Loss: 1.3578... Generator Loss: 14.3481 Epoch 1/1... Discriminator Loss: 0.1344... Generator Loss: 9.6258 Epoch 1/1... Discriminator Loss: 0.2538... Generator Loss: 3.2825 Epoch 1/1... Discriminator Loss: 0.0978... Generator Loss: 5.1256 Epoch 1/1... Discriminator Loss: 0.1359... Generator Loss: 3.8726 Epoch 1/1... Discriminator Loss: 1.5293... Generator Loss: 0.3226 Epoch 1/1... Discriminator Loss: 0.8116... Generator Loss: 11.3228 Epoch 1/1... Discriminator Loss: 0.1382... Generator Loss: 5.8866 Epoch 1/1... Discriminator Loss: 0.0545... Generator Loss: 6.4481 Epoch 1/1... Discriminator Loss: 0.3379... Generator Loss: 2.6094 Epoch 1/1... Discriminator Loss: 0.1729... Generator Loss: 3.7518 Epoch 1/1... Discriminator Loss: 0.1738... Generator Loss: 5.1864 Epoch 1/1... Discriminator Loss: 1.0193... Generator Loss: 0.6080 Epoch 1/1... Discriminator Loss: 0.7834... Generator Loss: 5.0435 Epoch 1/1... Discriminator Loss: 0.1278... Generator Loss: 7.8848 Epoch 1/1... Discriminator Loss: 0.6412... Generator Loss: 2.0949 Epoch 1/1... Discriminator Loss: 0.2561... Generator Loss: 10.9089 Epoch 1/1... Discriminator Loss: 0.1846... Generator Loss: 8.0173 Epoch 1/1... Discriminator Loss: 0.1018... Generator Loss: 5.6232 Epoch 1/1... Discriminator Loss: 0.1874... Generator Loss: 2.5435 Epoch 1/1... Discriminator Loss: 0.1416... Generator Loss: 4.1304 Epoch 1/1... Discriminator Loss: 0.2687... Generator Loss: 1.9834 Epoch 1/1... Discriminator Loss: 0.1836... Generator Loss: 8.8026 Epoch 1/1... Discriminator Loss: 0.3848... Generator Loss: 1.9302 Epoch 1/1... Discriminator Loss: 0.1968... Generator Loss: 12.7037 Epoch 1/1... Discriminator Loss: 0.0982... Generator Loss: 8.8260 Epoch 1/1... Discriminator Loss: 0.1163... Generator Loss: 3.1484 Epoch 1/1... Discriminator Loss: 0.1860... Generator Loss: 3.2403 Epoch 1/1... Discriminator Loss: 0.0856... Generator Loss: 6.4015 Epoch 1/1... Discriminator Loss: 1.8178... Generator Loss: 0.2474 Epoch 1/1... Discriminator Loss: 1.5130... Generator Loss: 12.5144 Epoch 1/1... Discriminator Loss: 0.2055... Generator Loss: 4.5549 Epoch 1/1... Discriminator Loss: 0.2584... Generator Loss: 2.3092 Epoch 1/1... Discriminator Loss: 0.0559... Generator Loss: 7.8220 Epoch 1/1... Discriminator Loss: 0.0772... Generator Loss: 5.0889 Epoch 1/1... Discriminator Loss: 0.0959... Generator Loss: 4.1040 Epoch 1/1... Discriminator Loss: 0.3331... Generator Loss: 2.4383 Epoch 1/1... Discriminator Loss: 0.2757... Generator Loss: 2.9058 Epoch 1/1... Discriminator Loss: 0.1766... Generator Loss: 9.7800 Epoch 1/1... Discriminator Loss: 0.1393... Generator Loss: 5.3168 Epoch 1/1... Discriminator Loss: 0.0971... Generator Loss: 3.6014 Epoch 1/1... Discriminator Loss: 0.1022... Generator Loss: 4.3310 Epoch 1/1... Discriminator Loss: 1.0574... Generator Loss: 0.5803 Epoch 1/1... Discriminator Loss: 0.3969... Generator Loss: 10.2041 Epoch 1/1... Discriminator Loss: 0.2946... Generator Loss: 4.8699 Epoch 1/1... Discriminator Loss: 0.0966... Generator Loss: 8.3557 Epoch 1/1... Discriminator Loss: 0.1592... Generator Loss: 3.9681 Epoch 1/1... Discriminator Loss: 0.0751... Generator Loss: 5.2251
Epoch 1/1... Discriminator Loss: 0.5977... Generator Loss: 1.0471 Epoch 1/1... Discriminator Loss: 0.2137... Generator Loss: 5.7468 Epoch 1/1... Discriminator Loss: 0.2678... Generator Loss: 5.1609 Epoch 1/1... Discriminator Loss: 0.1438... Generator Loss: 5.7255 Epoch 1/1... Discriminator Loss: 0.5624... Generator Loss: 1.0355 Epoch 1/1... Discriminator Loss: 0.1818... Generator Loss: 9.2194 Epoch 1/1... Discriminator Loss: 0.1739... Generator Loss: 5.4314 Epoch 1/1... Discriminator Loss: 0.1046... Generator Loss: 6.5830 Epoch 1/1... Discriminator Loss: 0.4070... Generator Loss: 1.8657 Epoch 1/1... Discriminator Loss: 0.3130... Generator Loss: 1.9834
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.